id	sid	tid	token	lemma	pos
fcis-30615	1	1	frontiers	frontier	NOUN
fcis-30615	1	2	in	in	ADP
fcis-30615	1	3	computing	computing	NOUN
fcis-30615	1	4	and	and	CCONJ
fcis-30615	1	5	intelligent	intelligent	ADJ
fcis-30615	1	6	systems	system	NOUN
fcis-30615	1	7	issn	issn	VERB
fcis-30615	1	8	:	:	PUNCT
fcis-30615	1	9	2832	2832	NUM
fcis-30615	1	10	-	-	SYM
fcis-30615	1	11	6024	6024	NUM
fcis-30615	1	12	|	|	NOUN
fcis-30615	1	13	vol	vol	NOUN
fcis-30615	1	14	.	.	PROPN
fcis-30615	2	1	12	12	NUM
fcis-30615	2	2	,	,	PUNCT
fcis-30615	2	3	no	no	INTJ
fcis-30615	2	4	.	.	NOUN
fcis-30615	2	5	1	1	NUM
fcis-30615	2	6	,	,	PUNCT
fcis-30615	2	7	2025	2025	NUM
fcis-30615	2	8	104	104	NUM
fcis-30615	2	9	cotton	cotton	NOUN
fcis-30615	2	10	pest	pest	NOUN
fcis-30615	2	11	detection	detection	NOUN
fcis-30615	2	12	method	method	NOUN
fcis-30615	2	13	based	base	VERB
fcis-30615	2	14	on	on	ADP
fcis-30615	2	15	improved	improved	ADJ
fcis-30615	2	16	yolov8	yolov8	NOUN
fcis-30615	2	17	xinyu	xinyu	PROPN
fcis-30615	2	18	zhang	zhang	PROPN
fcis-30615	2	19	*	*	PROPN
fcis-30615	2	20	,	,	PUNCT
fcis-30615	2	21	yaqi	yaqi	PROPN
fcis-30615	2	22	li	li	PROPN
fcis-30615	2	23	henan	henan	PROPN
fcis-30615	2	24	polytechnic	polytechnic	PROPN
fcis-30615	2	25	university	university	PROPN
fcis-30615	2	26	,	,	PUNCT
fcis-30615	2	27	jiaozuo	jiaozuo	PROPN
fcis-30615	2	28	henan	henan	PROPN
fcis-30615	2	29	,	,	PUNCT
fcis-30615	2	30	454150	454150	NUM
fcis-30615	2	31	,	,	PUNCT
fcis-30615	2	32	china	china	PROPN
fcis-30615	2	33	*	*	PUNCT
fcis-30615	2	34	corresponding	correspond	VERB
fcis-30615	2	35	author	author	NOUN
fcis-30615	2	36	:	:	PUNCT
fcis-30615	2	37	xinyu	xinyu	PROPN
fcis-30615	2	38	zhang	zhang	PROPN
fcis-30615	2	39	abstract	abstract	PROPN
fcis-30615	2	40	:	:	PUNCT
fcis-30615	2	41	accurate	accurate	ADJ
fcis-30615	2	42	detection	detection	NOUN
fcis-30615	2	43	of	of	ADP
fcis-30615	2	44	cotton	cotton	NOUN
fcis-30615	2	45	pests	pest	NOUN
fcis-30615	2	46	and	and	CCONJ
fcis-30615	2	47	diseases	disease	NOUN
fcis-30615	2	48	is	be	AUX
fcis-30615	2	49	critical	critical	ADJ
fcis-30615	2	50	for	for	ADP
fcis-30615	2	51	ensuring	ensure	VERB
fcis-30615	2	52	crop	crop	NOUN
fcis-30615	2	53	yield	yield	NOUN
fcis-30615	2	54	.	.	PUNCT
fcis-30615	3	1	traditional	traditional	ADJ
fcis-30615	3	2	methods	method	NOUN
fcis-30615	3	3	relying	rely	VERB
fcis-30615	3	4	on	on	ADP
fcis-30615	3	5	manual	manual	ADJ
fcis-30615	3	6	expertise	expertise	NOUN
fcis-30615	3	7	suffer	suffer	VERB
fcis-30615	3	8	from	from	ADP
fcis-30615	3	9	inefficiency	inefficiency	NOUN
fcis-30615	3	10	and	and	CCONJ
fcis-30615	3	11	poor	poor	ADJ
fcis-30615	3	12	robustness	robustness	NOUN
fcis-30615	3	13	.	.	PUNCT
fcis-30615	4	1	this	this	DET
fcis-30615	4	2	paper	paper	NOUN
fcis-30615	4	3	proposes	propose	VERB
fcis-30615	4	4	an	an	DET
fcis-30615	4	5	improved	improved	ADJ
fcis-30615	4	6	yolov8n	yolov8n	NOUN
fcis-30615	4	7	model	model	NOUN
fcis-30615	4	8	(	(	PUNCT
fcis-30615	4	9	rssyolov8n	rssyolov8n	NOUN
fcis-30615	4	10	)	)	PUNCT
fcis-30615	4	11	by	by	ADP
fcis-30615	4	12	integrating	integrate	VERB
fcis-30615	4	13	a	a	DET
fcis-30615	4	14	triple	triple	ADJ
fcis-30615	4	15	feature	feature	NOUN
fcis-30615	4	16	encoding	encoding	NOUN
fcis-30615	4	17	(	(	PUNCT
fcis-30615	4	18	tfe	tfe	NOUN
fcis-30615	4	19	)	)	PUNCT
fcis-30615	4	20	module	module	NOUN
fcis-30615	4	21	,	,	PUNCT
fcis-30615	4	22	scale	scale	NOUN
fcis-30615	4	23	sequence	sequence	NOUN
fcis-30615	4	24	feature	feature	NOUN
fcis-30615	4	25	fusion	fusion	NOUN
fcis-30615	4	26	(	(	PUNCT
fcis-30615	4	27	ssff	ssff	NOUN
fcis-30615	4	28	)	)	PUNCT
fcis-30615	4	29	module	module	NOUN
fcis-30615	4	30	,	,	PUNCT
fcis-30615	4	31	multi	multi	ADJ
fcis-30615	4	32	-	-	ADJ
fcis-30615	4	33	level	level	ADJ
fcis-30615	4	34	feature	feature	NOUN
fcis-30615	4	35	fusion	fusion	NOUN
fcis-30615	4	36	(	(	PUNCT
fcis-30615	4	37	sdi	sdi	NOUN
fcis-30615	4	38	)	)	PUNCT
fcis-30615	4	39	module	module	NOUN
fcis-30615	4	40	,	,	PUNCT
fcis-30615	4	41	and	and	CCONJ
fcis-30615	4	42	senet	senet	PROPN
fcis-30615	4	43	channel	channel	NOUN
fcis-30615	4	44	attention	attention	NOUN
fcis-30615	4	45	mechanism	mechanism	NOUN
fcis-30615	4	46	to	to	PART
fcis-30615	4	47	enhance	enhance	VERB
fcis-30615	4	48	the	the	DET
fcis-30615	4	49	detection	detection	NOUN
fcis-30615	4	50	capability	capability	NOUN
fcis-30615	4	51	for	for	ADP
fcis-30615	4	52	small	small	ADJ
fcis-30615	4	53	targets	target	NOUN
fcis-30615	4	54	in	in	ADP
fcis-30615	4	55	complex	complex	ADJ
fcis-30615	4	56	field	field	NOUN
fcis-30615	4	57	environments	environment	NOUN
fcis-30615	4	58	.	.	PUNCT
fcis-30615	5	1	experiments	experiment	NOUN
fcis-30615	5	2	demonstrate	demonstrate	VERB
fcis-30615	5	3	that	that	SCONJ
fcis-30615	5	4	the	the	DET
fcis-30615	5	5	improved	improved	ADJ
fcis-30615	5	6	model	model	NOUN
fcis-30615	5	7	achieves	achieve	VERB
fcis-30615	5	8	a	a	DET
fcis-30615	5	9	mean	mean	ADJ
fcis-30615	5	10	average	average	ADJ
fcis-30615	5	11	precision	precision	NOUN
fcis-30615	5	12	(	(	PUNCT
fcis-30615	5	13	map	map	NOUN
fcis-30615	5	14	)	)	PUNCT
fcis-30615	5	15	of	of	ADP
fcis-30615	5	16	88.1	88.1	NUM
fcis-30615	5	17	%	%	NOUN
fcis-30615	5	18	and	and	CCONJ
fcis-30615	5	19	a	a	DET
fcis-30615	5	20	frame	frame	NOUN
fcis-30615	5	21	rate	rate	NOUN
fcis-30615	5	22	of	of	ADP
fcis-30615	5	23	37.63	37.63	NUM
fcis-30615	5	24	fps	fps	NOUN
fcis-30615	5	25	on	on	ADP
fcis-30615	5	26	a	a	DET
fcis-30615	5	27	self	self	NOUN
fcis-30615	5	28	-	-	PUNCT
fcis-30615	5	29	built	build	VERB
fcis-30615	5	30	dataset	dataset	NOUN
fcis-30615	5	31	(	(	PUNCT
fcis-30615	5	32	6,358	6,358	NUM
fcis-30615	5	33	images	image	NOUN
fcis-30615	5	34	)	)	PUNCT
fcis-30615	5	35	,	,	PUNCT
fcis-30615	5	36	outperforming	outperform	VERB
fcis-30615	5	37	yolov8n	yolov8n	NOUN
fcis-30615	5	38	by	by	ADP
fcis-30615	5	39	1.6	1.6	NUM
fcis-30615	5	40	%	%	NOUN
fcis-30615	5	41	map	map	NOUN
fcis-30615	5	42	and	and	CCONJ
fcis-30615	5	43	surpassing	surpass	VERB
fcis-30615	5	44	faster	fast	ADJ
fcis-30615	5	45	r	r	NOUN
fcis-30615	5	46	-	-	PUNCT
fcis-30615	5	47	cnn	cnn	NOUN
fcis-30615	5	48	by	by	ADP
fcis-30615	5	49	8.5	8.5	NUM
fcis-30615	5	50	%	%	NOUN
fcis-30615	5	51	map	map	NOUN
fcis-30615	5	52	.	.	PUNCT
fcis-30615	6	1	this	this	DET
fcis-30615	6	2	method	method	NOUN
fcis-30615	6	3	provides	provide	VERB
fcis-30615	6	4	an	an	DET
fcis-30615	6	5	efficient	efficient	ADJ
fcis-30615	6	6	solution	solution	NOUN
fcis-30615	6	7	for	for	ADP
fcis-30615	6	8	real	real	ADJ
fcis-30615	6	9	-	-	PUNCT
fcis-30615	6	10	time	time	NOUN
fcis-30615	6	11	pest	pest	NOUN
fcis-30615	6	12	and	and	CCONJ
fcis-30615	6	13	disease	disease	NOUN
fcis-30615	6	14	detection	detection	NOUN
fcis-30615	6	15	in	in	ADP
fcis-30615	6	16	agricultural	agricultural	ADJ
fcis-30615	6	17	scenarios	scenario	NOUN
fcis-30615	6	18	.	.	PUNCT
fcis-30615	7	1	keywords	keyword	NOUN
fcis-30615	7	2	:	:	PUNCT
fcis-30615	7	3	object	object	VERB
fcis-30615	7	4	detection	detection	NOUN
fcis-30615	7	5	;	;	PUNCT
fcis-30615	7	6	yolov8	yolov8	NOUN
fcis-30615	7	7	;	;	PUNCT
fcis-30615	7	8	attention	attention	NOUN
fcis-30615	7	9	mechanism	mechanism	NOUN
fcis-30615	7	10	;	;	PUNCT
fcis-30615	7	11	multi	multi	ADJ
fcis-30615	7	12	-	-	ADJ
fcis-30615	7	13	scale	scale	ADJ
fcis-30615	7	14	feature	feature	NOUN
fcis-30615	7	15	fusion	fusion	NOUN
fcis-30615	7	16	;	;	PUNCT
fcis-30615	7	17	agricultural	agricultural	ADJ
fcis-30615	7	18	computer	computer	NOUN
fcis-30615	7	19	vision	vision	NOUN
fcis-30615	7	20	.	.	PUNCT
fcis-30615	8	1	1	1	X
fcis-30615	8	2	.	.	X
fcis-30615	8	3	introduction	introduction	NOUN
fcis-30615	8	4	cotton	cotton	NOUN
fcis-30615	8	5	,	,	PUNCT
fcis-30615	8	6	as	as	ADP
fcis-30615	8	7	a	a	DET
fcis-30615	8	8	crucial	crucial	ADJ
fcis-30615	8	9	economic	economic	ADJ
fcis-30615	8	10	crop	crop	NOUN
fcis-30615	8	11	,	,	PUNCT
fcis-30615	8	12	plays	play	VERB
fcis-30615	8	13	a	a	DET
fcis-30615	8	14	significant	significant	ADJ
fcis-30615	8	15	role	role	NOUN
fcis-30615	8	16	in	in	ADP
fcis-30615	8	17	human	human	ADJ
fcis-30615	8	18	production	production	NOUN
fcis-30615	8	19	and	and	CCONJ
fcis-30615	8	20	national	national	ADJ
fcis-30615	8	21	economies[1	economies[1	PROPN
fcis-30615	8	22	]	]	PUNCT
fcis-30615	8	23	.	.	PUNCT
fcis-30615	9	1	among	among	ADP
fcis-30615	9	2	various	various	ADJ
fcis-30615	9	3	challenges	challenge	NOUN
fcis-30615	9	4	,	,	PUNCT
fcis-30615	9	5	cotton	cotton	NOUN
fcis-30615	9	6	pests	pest	NOUN
fcis-30615	9	7	and	and	CCONJ
fcis-30615	9	8	diseases	disease	NOUN
fcis-30615	9	9	pose	pose	VERB
fcis-30615	9	10	the	the	DET
fcis-30615	9	11	most	most	ADV
fcis-30615	9	12	substantial	substantial	ADJ
fcis-30615	9	13	threat	threat	NOUN
fcis-30615	9	14	to	to	PART
fcis-30615	9	15	yield	yield	VERB
fcis-30615	9	16	,	,	PUNCT
fcis-30615	9	17	causing	cause	VERB
fcis-30615	9	18	severe	severe	ADJ
fcis-30615	9	19	economic	economic	ADJ
fcis-30615	9	20	losses	loss	NOUN
fcis-30615	9	21	.	.	PUNCT
fcis-30615	10	1	these	these	DET
fcis-30615	10	2	pathogens	pathogen	NOUN
fcis-30615	10	3	and	and	CCONJ
fcis-30615	10	4	pests	pest	NOUN
fcis-30615	10	5	typically	typically	ADV
fcis-30615	10	6	initiate	initiate	VERB
fcis-30615	10	7	infections	infection	NOUN
fcis-30615	10	8	from	from	ADP
fcis-30615	10	9	leaves	leave	NOUN
fcis-30615	10	10	before	before	ADP
fcis-30615	10	11	spreading	spread	VERB
fcis-30615	10	12	throughout	throughout	ADP
fcis-30615	10	13	the	the	DET
fcis-30615	10	14	entire	entire	ADJ
fcis-30615	10	15	plant	plant	NOUN
fcis-30615	10	16	,	,	PUNCT
fcis-30615	10	17	making	make	VERB
fcis-30615	10	18	timely	timely	ADJ
fcis-30615	10	19	and	and	CCONJ
fcis-30615	10	20	accurate	accurate	ADJ
fcis-30615	10	21	identification	identification	NOUN
fcis-30615	10	22	of	of	ADP
fcis-30615	10	23	disease	disease	NOUN
fcis-30615	10	24	types	type	NOUN
fcis-30615	10	25	from	from	ADP
fcis-30615	10	26	cotton	cotton	NOUN
fcis-30615	10	27	leaves	leave	VERB
fcis-30615	10	28	critical	critical	ADJ
fcis-30615	10	29	for	for	ADP
fcis-30615	10	30	effective	effective	ADJ
fcis-30615	10	31	prevention	prevention	NOUN
fcis-30615	10	32	.	.	PUNCT
fcis-30615	11	1	traditional	traditional	ADJ
fcis-30615	11	2	pest	pest	NOUN
fcis-30615	11	3	and	and	CCONJ
fcis-30615	11	4	disease	disease	NOUN
fcis-30615	11	5	control	control	NOUN
fcis-30615	11	6	primarily	primarily	ADV
fcis-30615	11	7	relies	rely	VERB
fcis-30615	11	8	on	on	ADP
fcis-30615	11	9	experienced	experienced	ADJ
fcis-30615	11	10	growers	grower	NOUN
fcis-30615	11	11	or	or	CCONJ
fcis-30615	11	12	experts	expert	NOUN
fcis-30615	11	13	for	for	ADP
fcis-30615	11	14	visual	visual	ADJ
fcis-30615	11	15	inspection	inspection	NOUN
fcis-30615	11	16	,	,	PUNCT
fcis-30615	11	17	which	which	PRON
fcis-30615	11	18	suffers	suffer	VERB
fcis-30615	11	19	from	from	ADP
fcis-30615	11	20	low	low	ADJ
fcis-30615	11	21	recognition	recognition	NOUN
fcis-30615	11	22	rates	rate	NOUN
fcis-30615	11	23	,	,	PUNCT
fcis-30615	11	24	visual	visual	ADJ
fcis-30615	11	25	fatigue	fatigue	NOUN
fcis-30615	11	26	-	-	PUNCT
fcis-30615	11	27	induced	induce	VERB
fcis-30615	11	28	misjudgments	misjudgment	NOUN
fcis-30615	11	29	,	,	PUNCT
fcis-30615	11	30	and	and	CCONJ
fcis-30615	11	31	other	other	ADJ
fcis-30615	11	32	limitations	limitation	NOUN
fcis-30615	11	33	.	.	PUNCT
fcis-30615	12	1	recent	recent	ADJ
fcis-30615	12	2	advancements	advancement	NOUN
fcis-30615	12	3	in	in	ADP
fcis-30615	12	4	computer	computer	NOUN
fcis-30615	12	5	vision	vision	NOUN
fcis-30615	12	6	and	and	CCONJ
fcis-30615	12	7	deep	deep	ADJ
fcis-30615	12	8	learning	learning	NOUN
fcis-30615	12	9	technologies	technology	NOUN
fcis-30615	12	10	have	have	AUX
fcis-30615	12	11	demonstrated	demonstrate	VERB
fcis-30615	12	12	remarkable	remarkable	ADJ
fcis-30615	12	13	performance	performance	NOUN
fcis-30615	12	14	of	of	ADP
fcis-30615	12	15	machine	machine	NOUN
fcis-30615	12	16	learning	learning	NOUN
fcis-30615	12	17	and	and	CCONJ
fcis-30615	12	18	deep	deep	ADJ
fcis-30615	12	19	learning	learning	NOUN
fcis-30615	12	20	models	model	NOUN
fcis-30615	12	21	in	in	ADP
fcis-30615	12	22	crop	crop	NOUN
fcis-30615	12	23	disease	disease	NOUN
fcis-30615	12	24	detection	detection	NOUN
fcis-30615	12	25	systems[25	systems[25	NOUN
fcis-30615	12	26	]	]	PUNCT
fcis-30615	12	27	.	.	PUNCT
fcis-30615	13	1	conventional	conventional	ADJ
fcis-30615	13	2	machine	machine	NOUN
fcis-30615	13	3	learning	learning	NOUN
fcis-30615	13	4	methods	method	NOUN
fcis-30615	13	5	automate	automate	NOUN
fcis-30615	13	6	disease	disease	NOUN
fcis-30615	13	7	detection	detection	NOUN
fcis-30615	13	8	by	by	ADP
fcis-30615	13	9	extracting	extract	VERB
fcis-30615	13	10	texture	texture	NOUN
fcis-30615	13	11	,	,	PUNCT
fcis-30615	13	12	color	color	NOUN
fcis-30615	13	13	,	,	PUNCT
fcis-30615	13	14	and	and	CCONJ
fcis-30615	13	15	shape	shape	NOUN
fcis-30615	13	16	features	feature	NOUN
fcis-30615	13	17	from	from	ADP
fcis-30615	13	18	images	image	NOUN
fcis-30615	13	19	to	to	PART
fcis-30615	13	20	construct	construct	VERB
fcis-30615	13	21	classification	classification	NOUN
fcis-30615	13	22	models	model	NOUN
fcis-30615	13	23	.	.	PUNCT
fcis-30615	14	1	while	while	SCONJ
fcis-30615	14	2	computationally	computationally	ADV
fcis-30615	14	3	efficient	efficient	ADJ
fcis-30615	14	4	,	,	PUNCT
fcis-30615	14	5	these	these	DET
fcis-30615	14	6	approaches	approach	NOUN
fcis-30615	14	7	inadequately	inadequately	ADV
fcis-30615	14	8	represent	represent	VERB
fcis-30615	14	9	spatial	spatial	ADJ
fcis-30615	14	10	details	detail	NOUN
fcis-30615	14	11	of	of	ADP
fcis-30615	14	12	images	image	NOUN
fcis-30615	14	13	and	and	CCONJ
fcis-30615	14	14	often	often	ADV
fcis-30615	14	15	neglect	neglect	ADJ
fcis-30615	14	16	pixel	pixel	ADJ
fcis-30615	14	17	-	-	PUNCT
fcis-30615	14	18	level	level	NOUN
fcis-30615	14	19	information	information	NOUN
fcis-30615	14	20	,	,	PUNCT
fcis-30615	14	21	resulting	result	VERB
fcis-30615	14	22	in	in	ADP
fcis-30615	14	23	sensitivity	sensitivity	NOUN
fcis-30615	14	24	to	to	ADP
fcis-30615	14	25	local	local	ADJ
fcis-30615	14	26	variations	variation	NOUN
fcis-30615	14	27	,	,	PUNCT
fcis-30615	14	28	poor	poor	ADJ
fcis-30615	14	29	robustness	robustness	NOUN
fcis-30615	14	30	,	,	PUNCT
fcis-30615	14	31	and	and	CCONJ
fcis-30615	14	32	limited	limited	ADJ
fcis-30615	14	33	applicability	applicability	NOUN
fcis-30615	14	34	in	in	ADP
fcis-30615	14	35	complex	complex	ADJ
fcis-30615	14	36	field	field	NOUN
fcis-30615	14	37	environments	environment	NOUN
fcis-30615	14	38	.	.	PUNCT
fcis-30615	15	1	deep	deep	ADJ
fcis-30615	15	2	learning	learning	NOUN
fcis-30615	15	3	has	have	AUX
fcis-30615	15	4	shown	show	VERB
fcis-30615	15	5	significant	significant	ADJ
fcis-30615	15	6	potential	potential	NOUN
fcis-30615	15	7	in	in	ADP
fcis-30615	15	8	finegrained	finegrained	ADJ
fcis-30615	15	9	plant	plant	NOUN
fcis-30615	15	10	phenotyping	phenotype	VERB
fcis-30615	15	11	classification	classification	NOUN
fcis-30615	15	12	,	,	PUNCT
fcis-30615	15	13	yet	yet	CCONJ
fcis-30615	15	14	challenges	challenge	NOUN
fcis-30615	15	15	persist	persist	VERB
fcis-30615	15	16	.	.	PUNCT
fcis-30615	16	1	for	for	ADP
fcis-30615	16	2	instance	instance	NOUN
fcis-30615	16	3	,	,	PUNCT
fcis-30615	16	4	mohanty	mohanty	PROPN
fcis-30615	16	5	et	et	NOUN
fcis-30615	16	6	al.[6	al.[6	PROPN
fcis-30615	16	7	]	]	PUNCT
fcis-30615	16	8	achieved	achieve	VERB
fcis-30615	16	9	99	99	NUM
fcis-30615	16	10	%	%	NOUN
fcis-30615	16	11	accuracy	accuracy	NOUN
fcis-30615	16	12	in	in	ADP
fcis-30615	16	13	classifying	classify	VERB
fcis-30615	16	14	plant	plant	NOUN
fcis-30615	16	15	diseases	disease	NOUN
fcis-30615	16	16	on	on	ADP
fcis-30615	16	17	the	the	DET
fcis-30615	16	18	plantvillage	plantvillage	NOUN
fcis-30615	16	19	dataset	dataset	NOUN
fcis-30615	16	20	using	use	VERB
fcis-30615	16	21	googlenet	googlenet	NOUN
fcis-30615	16	22	and	and	CCONJ
fcis-30615	16	23	resnet-101	resnet-101	NOUN
fcis-30615	16	24	,	,	PUNCT
fcis-30615	16	25	but	but	CCONJ
fcis-30615	16	26	their	their	PRON
fcis-30615	16	27	models	model	NOUN
fcis-30615	16	28	relied	rely	VERB
fcis-30615	16	29	on	on	ADP
fcis-30615	16	30	high	high	ADJ
fcis-30615	16	31	-	-	PUNCT
fcis-30615	16	32	quality	quality	NOUN
fcis-30615	16	33	images	image	NOUN
fcis-30615	16	34	captured	capture	VERB
fcis-30615	16	35	in	in	ADP
fcis-30615	16	36	controlled	control	VERB
fcis-30615	16	37	environments	environment	NOUN
fcis-30615	16	38	with	with	ADP
fcis-30615	16	39	limited	limited	ADJ
fcis-30615	16	40	adaptability	adaptability	NOUN
fcis-30615	16	41	to	to	ADP
fcis-30615	16	42	complex	complex	ADJ
fcis-30615	16	43	field	field	NOUN
fcis-30615	16	44	conditions	condition	NOUN
fcis-30615	16	45	.	.	PUNCT
fcis-30615	17	1	ferentinos[7	ferentinos[7	VERB
fcis-30615	17	2	]	]	PUNCT
fcis-30615	17	3	attained	attain	VERB
fcis-30615	17	4	99.53	99.53	NUM
fcis-30615	17	5	%	%	NOUN
fcis-30615	17	6	accuracy	accuracy	NOUN
fcis-30615	17	7	with	with	ADP
fcis-30615	17	8	vggnet	vggnet	NOUN
fcis-30615	17	9	for	for	ADP
fcis-30615	17	10	plant	plant	NOUN
fcis-30615	17	11	disease	disease	NOUN
fcis-30615	17	12	classification	classification	NOUN
fcis-30615	17	13	,	,	PUNCT
fcis-30615	17	14	yet	yet	CCONJ
fcis-30615	17	15	the	the	DET
fcis-30615	17	16	performance	performance	NOUN
fcis-30615	17	17	enhancement	enhancement	NOUN
fcis-30615	17	18	required	require	VERB
fcis-30615	17	19	extensive	extensive	ADJ
fcis-30615	17	20	manually	manually	ADV
fcis-30615	17	21	annotated	annotate	VERB
fcis-30615	17	22	data	datum	NOUN
fcis-30615	17	23	and	and	CCONJ
fcis-30615	17	24	failed	fail	VERB
fcis-30615	17	25	to	to	PART
fcis-30615	17	26	address	address	VERB
fcis-30615	17	27	class	class	NOUN
fcis-30615	17	28	imbalance	imbalance	NOUN
fcis-30615	17	29	in	in	ADP
fcis-30615	17	30	small	small	ADJ
fcis-30615	17	31	-	-	PUNCT
fcis-30615	17	32	sample	sample	NOUN
fcis-30615	17	33	categories	category	NOUN
fcis-30615	17	34	.	.	PUNCT
fcis-30615	18	1	in	in	ADP
fcis-30615	18	2	object	object	NOUN
fcis-30615	18	3	detection	detection	NOUN
fcis-30615	18	4	,	,	PUNCT
fcis-30615	18	5	fuentes	fuentes	PROPN
fcis-30615	18	6	et	et	PROPN
fcis-30615	18	7	al.[8	al.[8	PROPN
fcis-30615	18	8	]	]	PUNCT
fcis-30615	18	9	employed	employ	VERB
fcis-30615	18	10	r	r	NOUN
fcis-30615	18	11	-	-	NOUN
fcis-30615	18	12	fcn	fcn	NOUN
fcis-30615	18	13	with	with	ADP
fcis-30615	18	14	resnet-50	resnet-50	PROPN
fcis-30615	18	15	to	to	PART
fcis-30615	18	16	detect	detect	VERB
fcis-30615	18	17	tomato	tomato	NOUN
fcis-30615	18	18	diseases	disease	NOUN
fcis-30615	18	19	,	,	PUNCT
fcis-30615	18	20	achieving	achieve	VERB
fcis-30615	18	21	85.98	85.98	NUM
fcis-30615	18	22	%	%	NOUN
fcis-30615	18	23	mean	mean	ADJ
fcis-30615	18	24	average	average	ADJ
fcis-30615	18	25	precision	precision	NOUN
fcis-30615	18	26	(	(	PUNCT
fcis-30615	18	27	map	map	NOUN
fcis-30615	18	28	)	)	PUNCT
fcis-30615	18	29	,	,	PUNCT
fcis-30615	18	30	but	but	CCONJ
fcis-30615	18	31	demonstrated	demonstrate	VERB
fcis-30615	18	32	insufficient	insufficient	ADJ
fcis-30615	18	33	sensitivity	sensitivity	NOUN
fcis-30615	18	34	to	to	ADP
fcis-30615	18	35	occluded	occluded	ADJ
fcis-30615	18	36	leaves	leave	NOUN
fcis-30615	18	37	and	and	CCONJ
fcis-30615	18	38	early	early	ADJ
fcis-30615	18	39	-	-	PUNCT
fcis-30615	18	40	stage	stage	NOUN
fcis-30615	18	41	infections	infection	NOUN
fcis-30615	18	42	.	.	PUNCT
fcis-30615	19	1	wang	wang	PROPN
fcis-30615	19	2	et	et	PROPN
fcis-30615	19	3	al.[9	al.[9	PROPN
fcis-30615	19	4	]	]	PUNCT
fcis-30615	19	5	implemented	implement	VERB
fcis-30615	19	6	disease	disease	NOUN
fcis-30615	19	7	region	region	NOUN
fcis-30615	19	8	segmentation	segmentation	NOUN
fcis-30615	19	9	and	and	CCONJ
fcis-30615	19	10	quantification	quantification	NOUN
fcis-30615	19	11	using	use	VERB
fcis-30615	19	12	mask	mask	NOUN
fcis-30615	19	13	r	r	PROPN
fcis-30615	19	14	-	-	PUNCT
fcis-30615	19	15	cnn	cnn	PROPN
fcis-30615	19	16	,	,	PUNCT
fcis-30615	19	17	yet	yet	CCONJ
fcis-30615	19	18	their	their	PRON
fcis-30615	19	19	approach	approach	NOUN
fcis-30615	19	20	's	's	PART
fcis-30615	19	21	reliance	reliance	NOUN
fcis-30615	19	22	on	on	ADP
fcis-30615	19	23	pixel	pixel	ADJ
fcis-30615	19	24	-	-	PUNCT
fcis-30615	19	25	level	level	NOUN
fcis-30615	19	26	annotations	annotation	NOUN
fcis-30615	19	27	hindered	hinder	VERB
fcis-30615	19	28	large	large	ADJ
fcis-30615	19	29	-	-	PUNCT
fcis-30615	19	30	scale	scale	NOUN
fcis-30615	19	31	deployment	deployment	NOUN
fcis-30615	19	32	.	.	PUNCT
fcis-30615	20	1	nagasubramanian	nagasubramanian	PROPN
fcis-30615	20	2	et	et	PROPN
fcis-30615	20	3	al.[10	al.[10	PROPN
fcis-30615	20	4	]	]	PUNCT
fcis-30615	20	5	combined	combine	VERB
fcis-30615	20	6	genetic	genetic	ADJ
fcis-30615	20	7	algorithms	algorithm	NOUN
fcis-30615	20	8	with	with	ADP
fcis-30615	20	9	svm	svm	NOUN
fcis-30615	20	10	to	to	PART
fcis-30615	20	11	select	select	VERB
fcis-30615	20	12	hyperspectral	hyperspectral	ADJ
fcis-30615	20	13	-	-	PUNCT
fcis-30615	20	14	sensitive	sensitive	ADJ
fcis-30615	20	15	bands	band	NOUN
fcis-30615	20	16	,	,	PUNCT
fcis-30615	20	17	achieving	achieve	VERB
fcis-30615	20	18	97	97	NUM
fcis-30615	20	19	%	%	NOUN
fcis-30615	20	20	accuracy	accuracy	NOUN
fcis-30615	20	21	in	in	ADP
fcis-30615	20	22	early	early	ADJ
fcis-30615	20	23	-	-	PUNCT
fcis-30615	20	24	stage	stage	NOUN
fcis-30615	20	25	soybean	soybean	NOUN
fcis-30615	20	26	anthracnose	anthracnose	NOUN
fcis-30615	20	27	detection	detection	NOUN
fcis-30615	20	28	,	,	PUNCT
fcis-30615	20	29	but	but	CCONJ
fcis-30615	20	30	the	the	DET
fcis-30615	20	31	model	model	NOUN
fcis-30615	20	32	's	's	PART
fcis-30615	20	33	limited	limited	ADJ
fcis-30615	20	34	interpretability	interpretability	NOUN
fcis-30615	20	35	restricted	restrict	VERB
fcis-30615	20	36	its	its	PRON
fcis-30615	20	37	generalization	generalization	NOUN
fcis-30615	20	38	to	to	ADP
fcis-30615	20	39	other	other	ADJ
fcis-30615	20	40	crops	crop	NOUN
fcis-30615	20	41	.	.	PUNCT
fcis-30615	21	1	current	current	ADJ
fcis-30615	21	2	research	research	NOUN
fcis-30615	21	3	exhibits	exhibit	VERB
fcis-30615	21	4	three	three	NUM
fcis-30615	21	5	primary	primary	ADJ
fcis-30615	21	6	limitations	limitation	NOUN
fcis-30615	21	7	:	:	PUNCT
fcis-30615	21	8	1	1	X
fcis-30615	21	9	)	)	PUNCT
fcis-30615	21	10	high	high	ADJ
fcis-30615	21	11	annotation	annotation	NOUN
fcis-30615	21	12	costs	cost	NOUN
fcis-30615	21	13	,	,	PUNCT
fcis-30615	21	14	particularly	particularly	ADV
fcis-30615	21	15	for	for	ADP
fcis-30615	21	16	multimodal	multimodal	ADJ
fcis-30615	21	17	data	datum	NOUN
fcis-30615	21	18	(	(	PUNCT
fcis-30615	21	19	e.g.	e.g.	ADV
fcis-30615	21	20	,	,	PUNCT
fcis-30615	21	21	hyperspectral	hyperspectral	ADJ
fcis-30615	21	22	and	and	CCONJ
fcis-30615	21	23	thermal	thermal	ADJ
fcis-30615	21	24	imaging	imaging	NOUN
fcis-30615	21	25	)	)	PUNCT
fcis-30615	21	26	;	;	PUNCT
fcis-30615	21	27	2	2	X
fcis-30615	21	28	)	)	PUNCT
fcis-30615	21	29	weak	weak	ADJ
fcis-30615	21	30	model	model	NOUN
fcis-30615	21	31	generalization	generalization	NOUN
fcis-30615	21	32	with	with	ADP
fcis-30615	21	33	performance	performance	NOUN
fcis-30615	21	34	degradation	degradation	NOUN
fcis-30615	21	35	across	across	ADP
fcis-30615	21	36	species	specie	NOUN
fcis-30615	21	37	and	and	CCONJ
fcis-30615	21	38	environments	environment	NOUN
fcis-30615	21	39	;	;	PUNCT
fcis-30615	21	40	3	3	X
fcis-30615	21	41	)	)	PUNCT
fcis-30615	21	42	insufficient	insufficient	ADJ
fcis-30615	21	43	recognition	recognition	NOUN
fcis-30615	21	44	accuracy	accuracy	NOUN
fcis-30615	21	45	for	for	ADP
fcis-30615	21	46	subtle	subtle	ADJ
fcis-30615	21	47	phenotypic	phenotypic	ADJ
fcis-30615	21	48	features	feature	NOUN
fcis-30615	21	49	during	during	ADP
fcis-30615	21	50	early	early	ADJ
fcis-30615	21	51	stress	stress	NOUN
fcis-30615	21	52	stages	stage	NOUN
fcis-30615	21	53	.	.	PUNCT
fcis-30615	22	1	future	future	ADJ
fcis-30615	22	2	directions	direction	NOUN
fcis-30615	22	3	should	should	AUX
fcis-30615	22	4	focus	focus	VERB
fcis-30615	22	5	on	on	ADP
fcis-30615	22	6	few	few	ADJ
fcis-30615	22	7	-	-	PUNCT
fcis-30615	22	8	shot	shot	NOUN
fcis-30615	22	9	learning	learning	NOUN
fcis-30615	22	10	,	,	PUNCT
fcis-30615	22	11	domain	domain	NOUN
fcis-30615	22	12	adaptation	adaptation	NOUN
fcis-30615	22	13	,	,	PUNCT
fcis-30615	22	14	and	and	CCONJ
fcis-30615	22	15	interpretable	interpretable	ADJ
fcis-30615	22	16	models	model	NOUN
fcis-30615	22	17	to	to	PART
fcis-30615	22	18	advance	advance	VERB
fcis-30615	22	19	practical	practical	ADJ
fcis-30615	22	20	applications	application	NOUN
fcis-30615	22	21	of	of	ADP
fcis-30615	22	22	plant	plant	NOUN
fcis-30615	22	23	phenotyping	phenotype	VERB
fcis-30615	22	24	classification	classification	NOUN
fcis-30615	22	25	in	in	ADP
fcis-30615	22	26	complex	complex	ADJ
fcis-30615	22	27	field	field	NOUN
fcis-30615	22	28	environments	environment	NOUN
fcis-30615	22	29	.	.	PUNCT
fcis-30615	23	1	2	2	X
fcis-30615	23	2	.	.	X
fcis-30615	23	3	materials	material	NOUN
fcis-30615	23	4	and	and	CCONJ
fcis-30615	23	5	methods	method	NOUN
fcis-30615	23	6	(	(	PUNCT
fcis-30615	23	7	1	1	NUM
fcis-30615	23	8	)	)	PUNCT
fcis-30615	23	9	data	datum	NOUN
fcis-30615	23	10	collection	collection	NOUN
fcis-30615	23	11	and	and	CCONJ
fcis-30615	23	12	augmentation	augmentation	NOUN
fcis-30615	23	13	table	table	NOUN
fcis-30615	23	14	1	1	NUM
fcis-30615	23	15	.	.	PUNCT
fcis-30615	23	16	types	type	NOUN
fcis-30615	23	17	of	of	ADP
fcis-30615	23	18	cotton	cotton	NOUN
fcis-30615	23	19	pests	pest	NOUN
fcis-30615	23	20	and	and	CCONJ
fcis-30615	23	21	diseases	disease	NOUN
fcis-30615	23	22	name	name	NOUN
fcis-30615	23	23	description	description	NOUN
fcis-30615	23	24	cotton	cotton	NOUN
fcis-30615	23	25	aphids	aphid	NOUN
fcis-30615	23	26	body	body	NOUN
fcis-30615	23	27	length	length	NOUN
fcis-30615	23	28	<	<	PROPN
fcis-30615	23	29	2	2	NUM
fcis-30615	23	30	mm	mm	NOUN
fcis-30615	23	31	;	;	PUNCT
fcis-30615	23	32	secrete	secrete	NOUN
fcis-30615	23	33	honeydew	honeydew	NOUN
fcis-30615	23	34	causing	cause	VERB
fcis-30615	23	35	black	black	ADJ
fcis-30615	23	36	sooty	sooty	NOUN
fcis-30615	23	37	mold	mold	NOUN
fcis-30615	23	38	on	on	ADP
fcis-30615	23	39	leaves	leave	NOUN
fcis-30615	23	40	.	.	PUNCT
fcis-30615	24	1	bollworms	bollworm	NOUN
fcis-30615	24	2	larvae	larvae	VERB
fcis-30615	24	3	40–50	40–50	NUM
fcis-30615	24	4	mm	mm	NOUN
fcis-30615	24	5	long	long	ADV
fcis-30615	24	6	;	;	PUNCT
fcis-30615	24	7	initially	initially	ADV
fcis-30615	24	8	bluish	bluish	ADJ
fcis-30615	24	9	-	-	PUNCT
fcis-30615	24	10	gray	gray	ADJ
fcis-30615	24	11	,	,	PUNCT
fcis-30615	24	12	later	later	ADV
fcis-30615	24	13	yellowish	yellowish	NOUN
fcis-30615	24	14	or	or	CCONJ
fcis-30615	24	15	green	green	ADJ
fcis-30615	24	16	.	.	PUNCT
fcis-30615	25	1	leaf	leaf	NOUN
fcis-30615	25	2	curl	curl	NOUN
fcis-30615	25	3	disease	disease	NOUN
fcis-30615	25	4	leaf	leaf	NOUN
fcis-30615	25	5	edges	edge	NOUN
fcis-30615	25	6	curl	curl	NOUN
fcis-30615	25	7	,	,	PUNCT
fcis-30615	25	8	veins	vein	NOUN
fcis-30615	25	9	thicken	thicken	NOUN
fcis-30615	25	10	and	and	CCONJ
fcis-30615	25	11	protrude	protrude	NOUN
fcis-30615	25	12	,	,	PUNCT
fcis-30615	25	13	forming	form	VERB
fcis-30615	25	14	cup	cup	NOUN
fcis-30615	25	15	-	-	PUNCT
fcis-30615	25	16	shaped	shape	VERB
fcis-30615	25	17	lateral	lateral	ADJ
fcis-30615	25	18	leaves	leave	NOUN
fcis-30615	25	19	.	.	PUNCT
fcis-30615	26	1	leaf	leaf	NOUN
fcis-30615	26	2	spot	spot	NOUN
fcis-30615	26	3	disease	disease	NOUN
fcis-30615	26	4	dark	dark	ADJ
fcis-30615	26	5	red	red	ADJ
fcis-30615	26	6	spots	spot	NOUN
fcis-30615	26	7	expand	expand	VERB
fcis-30615	26	8	into	into	ADP
fcis-30615	26	9	irregular	irregular	ADJ
fcis-30615	26	10	lesions	lesion	NOUN
fcis-30615	26	11	with	with	ADP
fcis-30615	26	12	purple	purple	ADJ
fcis-30615	26	13	-	-	PUNCT
fcis-30615	26	14	red	red	NOUN
fcis-30615	26	15	raised	raise	VERB
fcis-30615	26	16	edges	edge	NOUN
fcis-30615	26	17	.	.	PUNCT
fcis-30615	27	1	red	red	ADJ
fcis-30615	27	2	leaf	leaf	NOUN
fcis-30615	27	3	stem	stem	NOUN
fcis-30615	27	4	blight	blight	NOUN
fcis-30615	27	5	leaf	leaf	NOUN
fcis-30615	27	6	margins	margin	NOUN
fcis-30615	27	7	turn	turn	VERB
fcis-30615	27	8	yellow	yellow	ADJ
fcis-30615	27	9	while	while	SCONJ
fcis-30615	27	10	veins	vein	NOUN
fcis-30615	27	11	remain	remain	VERB
fcis-30615	27	12	green	green	ADJ
fcis-30615	27	13	,	,	PUNCT
fcis-30615	27	14	or	or	CCONJ
fcis-30615	27	15	entire	entire	ADJ
fcis-30615	27	16	leaves	leave	NOUN
fcis-30615	27	17	turn	turn	VERB
fcis-30615	27	18	reddish	reddish	ADJ
fcis-30615	27	19	-	-	PUNCT
fcis-30615	27	20	brown	brown	NOUN
fcis-30615	27	21	.	.	PUNCT
fcis-30615	28	1	powdery	powdery	ADJ
fcis-30615	28	2	mildew	mildew	PROPN
fcis-30615	28	3	thick	thick	ADJ
fcis-30615	28	4	white	white	ADJ
fcis-30615	28	5	powdery	powdery	ADJ
fcis-30615	28	6	fungal	fungal	ADJ
fcis-30615	28	7	layer	layer	NOUN
fcis-30615	28	8	on	on	ADP
fcis-30615	28	9	leaves	leave	NOUN
fcis-30615	28	10	.	.	PUNCT
fcis-30615	29	1	healthy	healthy	ADJ
fcis-30615	29	2	clear	clear	ADJ
fcis-30615	29	3	veins	vein	NOUN
fcis-30615	29	4	,	,	PUNCT
fcis-30615	29	5	vibrant	vibrant	ADJ
fcis-30615	29	6	green	green	ADJ
fcis-30615	29	7	color	color	NOUN
fcis-30615	29	8	,	,	PUNCT
fcis-30615	29	9	no	no	DET
fcis-30615	29	10	curling	curling	NOUN
fcis-30615	29	11	.	.	PUNCT
fcis-30615	30	1	105	105	NUM
fcis-30615	30	2	common	common	ADJ
fcis-30615	30	3	pests	pest	NOUN
fcis-30615	30	4	and	and	CCONJ
fcis-30615	30	5	diseases	disease	NOUN
fcis-30615	30	6	during	during	ADP
fcis-30615	30	7	cotton	cotton	NOUN
fcis-30615	30	8	cultivation	cultivation	NOUN
fcis-30615	30	9	include	include	VERB
fcis-30615	30	10	aphids	aphid	NOUN
fcis-30615	30	11	,	,	PUNCT
fcis-30615	30	12	armyworms	armyworm	NOUN
fcis-30615	30	13	,	,	PUNCT
fcis-30615	30	14	leaf	leaf	NOUN
fcis-30615	30	15	curl	curl	NOUN
fcis-30615	30	16	disease	disease	NOUN
fcis-30615	30	17	,	,	PUNCT
fcis-30615	30	18	leaf	leaf	NOUN
fcis-30615	30	19	spot	spot	NOUN
fcis-30615	30	20	disease	disease	NOUN
fcis-30615	30	21	,	,	PUNCT
fcis-30615	30	22	red	red	ADJ
fcis-30615	30	23	leaf	leaf	NOUN
fcis-30615	30	24	stem	stem	NOUN
fcis-30615	30	25	blight	blight	NOUN
fcis-30615	30	26	,	,	PUNCT
fcis-30615	30	27	and	and	CCONJ
fcis-30615	30	28	powdery	powdery	ADJ
fcis-30615	30	29	mildew	mildew	NOUN
fcis-30615	30	30	.	.	PUNCT
fcis-30615	31	1	to	to	PART
fcis-30615	31	2	comprehensively	comprehensively	ADV
fcis-30615	31	3	capture	capture	VERB
fcis-30615	31	4	these	these	DET
fcis-30615	31	5	conditions	condition	NOUN
fcis-30615	31	6	,	,	PUNCT
fcis-30615	31	7	images	image	NOUN
fcis-30615	31	8	of	of	ADP
fcis-30615	31	9	cotton	cotton	NOUN
fcis-30615	31	10	leaves	leave	NOUN
fcis-30615	31	11	infected	infect	VERB
fcis-30615	31	12	with	with	ADP
fcis-30615	31	13	cotton	cotton	NOUN
fcis-30615	31	14	aphids	aphid	NOUN
fcis-30615	31	15	,	,	PUNCT
fcis-30615	31	16	bollworms	bollworm	NOUN
fcis-30615	31	17	,	,	PUNCT
fcis-30615	31	18	leaf	leaf	NOUN
fcis-30615	31	19	curl	curl	NOUN
fcis-30615	31	20	disease	disease	NOUN
fcis-30615	31	21	,	,	PUNCT
fcis-30615	31	22	leaf	leaf	NOUN
fcis-30615	31	23	spot	spot	NOUN
fcis-30615	31	24	disease	disease	NOUN
fcis-30615	31	25	,	,	PUNCT
fcis-30615	31	26	red	red	ADJ
fcis-30615	31	27	leaf	leaf	NOUN
fcis-30615	31	28	stem	stem	NOUN
fcis-30615	31	29	blight	blight	NOUN
fcis-30615	31	30	,	,	PUNCT
fcis-30615	31	31	powdery	powdery	ADJ
fcis-30615	31	32	mildew	mildew	NOUN
fcis-30615	31	33	,	,	PUNCT
fcis-30615	31	34	and	and	CCONJ
fcis-30615	31	35	healthy	healthy	ADJ
fcis-30615	31	36	leaves	leave	NOUN
fcis-30615	31	37	were	be	AUX
fcis-30615	31	38	collected	collect	VERB
fcis-30615	31	39	using	use	VERB
fcis-30615	31	40	multi	multi	ADJ
fcis-30615	31	41	-	-	ADJ
fcis-30615	31	42	angle	angle	ADJ
fcis-30615	31	43	photography	photography	NOUN
fcis-30615	31	44	under	under	ADP
fcis-30615	31	45	varying	vary	VERB
fcis-30615	31	46	weather	weather	NOUN
fcis-30615	31	47	and	and	CCONJ
fcis-30615	31	48	lighting	lighting	NOUN
fcis-30615	31	49	conditions	condition	NOUN
fcis-30615	31	50	.	.	PUNCT
fcis-30615	32	1	a	a	DET
fcis-30615	32	2	total	total	NOUN
fcis-30615	32	3	of	of	ADP
fcis-30615	32	4	1862	1862	NUM
fcis-30615	32	5	images	image	NOUN
fcis-30615	32	6	were	be	AUX
fcis-30615	32	7	initially	initially	ADV
fcis-30615	32	8	obtained	obtain	VERB
fcis-30615	32	9	.	.	PUNCT
fcis-30615	33	1	the	the	DET
fcis-30615	33	2	characteristics	characteristic	NOUN
fcis-30615	33	3	of	of	ADP
fcis-30615	33	4	each	each	DET
fcis-30615	33	5	pest	pest	NOUN
fcis-30615	33	6	/	/	SYM
fcis-30615	33	7	disease	disease	NOUN
fcis-30615	33	8	are	be	AUX
fcis-30615	33	9	detailed	detail	VERB
fcis-30615	33	10	in	in	ADP
fcis-30615	33	11	table	table	NOUN
fcis-30615	33	12	1	1	NUM
fcis-30615	33	13	.	.	PUNCT
fcis-30615	33	14	to	to	PART
fcis-30615	33	15	expand	expand	VERB
fcis-30615	33	16	the	the	DET
fcis-30615	33	17	dataset	dataset	NOUN
fcis-30615	33	18	,	,	PUNCT
fcis-30615	33	19	4,684	4,684	NUM
fcis-30615	33	20	high	high	ADJ
fcis-30615	33	21	-	-	PUNCT
fcis-30615	33	22	quality	quality	NOUN
fcis-30615	33	23	images	image	NOUN
fcis-30615	33	24	of	of	ADP
fcis-30615	33	25	diseased	diseased	ADJ
fcis-30615	33	26	and	and	CCONJ
fcis-30615	33	27	healthy	healthy	ADJ
fcis-30615	33	28	cotton	cotton	NOUN
fcis-30615	33	29	leaves	leave	NOUN
fcis-30615	33	30	were	be	AUX
fcis-30615	33	31	acquired	acquire	VERB
fcis-30615	33	32	via	via	ADP
fcis-30615	33	33	web	web	NOUN
fcis-30615	33	34	crawlers	crawler	NOUN
fcis-30615	33	35	.	.	PUNCT
fcis-30615	34	1	after	after	ADP
fcis-30615	34	2	deduplication	deduplication	NOUN
fcis-30615	34	3	and	and	CCONJ
fcis-30615	34	4	rigorous	rigorous	ADJ
fcis-30615	34	5	filtering	filtering	NOUN
fcis-30615	34	6	,	,	PUNCT
fcis-30615	34	7	6,358	6,358	NUM
fcis-30615	34	8	images	image	NOUN
fcis-30615	34	9	were	be	AUX
fcis-30615	34	10	retained	retain	VERB
fcis-30615	34	11	as	as	ADP
fcis-30615	34	12	the	the	DET
fcis-30615	34	13	experimental	experimental	ADJ
fcis-30615	34	14	dataset	dataset	NOUN
fcis-30615	34	15	.	.	PUNCT
fcis-30615	35	1	all	all	DET
fcis-30615	35	2	images	image	NOUN
fcis-30615	35	3	were	be	AUX
fcis-30615	35	4	resized	resize	VERB
fcis-30615	35	5	to	to	ADP
fcis-30615	35	6	640×640	640×640	NUM
fcis-30615	35	7	pixels	pixel	NOUN
fcis-30615	35	8	during	during	ADP
fcis-30615	35	9	preprocessing	preprocesse	VERB
fcis-30615	35	10	to	to	PART
fcis-30615	35	11	mitigate	mitigate	VERB
fcis-30615	35	12	resolution	resolution	NOUN
fcis-30615	35	13	inconsistencies	inconsistency	NOUN
fcis-30615	35	14	.	.	PUNCT
fcis-30615	36	1	(	(	PUNCT
fcis-30615	36	2	2	2	X
fcis-30615	36	3	)	)	PUNCT
fcis-30615	36	4	dataset	dataset	NOUN
fcis-30615	36	5	construction	construction	NOUN
fcis-30615	36	6	to	to	PART
fcis-30615	36	7	enhance	enhance	VERB
fcis-30615	36	8	model	model	NOUN
fcis-30615	36	9	robustness	robustness	NOUN
fcis-30615	36	10	,	,	PUNCT
fcis-30615	36	11	generalization	generalization	NOUN
fcis-30615	36	12	,	,	PUNCT
fcis-30615	36	13	and	and	CCONJ
fcis-30615	36	14	resistance	resistance	NOUN
fcis-30615	36	15	to	to	ADP
fcis-30615	36	16	label	label	NOUN
fcis-30615	36	17	noise	noise	NOUN
fcis-30615	36	18	,	,	PUNCT
fcis-30615	36	19	the	the	DET
fcis-30615	36	20	dataset	dataset	NOUN
fcis-30615	36	21	was	be	AUX
fcis-30615	36	22	augmented	augment	VERB
fcis-30615	36	23	through	through	ADP
fcis-30615	36	24	rotation	rotation	NOUN
fcis-30615	36	25	,	,	PUNCT
fcis-30615	36	26	center	center	NOUN
fcis-30615	36	27	cropping	cropping	NOUN
fcis-30615	36	28	,	,	PUNCT
fcis-30615	36	29	gaussian	gaussian	ADJ
fcis-30615	36	30	noise	noise	NOUN
fcis-30615	36	31	injection	injection	NOUN
fcis-30615	36	32	,	,	PUNCT
fcis-30615	36	33	and	and	CCONJ
fcis-30615	36	34	brightness	brightness	NOUN
fcis-30615	36	35	adjustment	adjustment	NOUN
fcis-30615	36	36	.	.	PUNCT
fcis-30615	37	1	manual	manual	ADJ
fcis-30615	37	2	annotation	annotation	NOUN
fcis-30615	37	3	using	use	VERB
fcis-30615	37	4	labelimg	labelimg	NOUN
fcis-30615	37	5	categorized	categorize	VERB
fcis-30615	37	6	the	the	DET
fcis-30615	37	7	images	image	NOUN
fcis-30615	37	8	into	into	ADP
fcis-30615	37	9	seven	seven	NUM
fcis-30615	37	10	classes	class	NOUN
fcis-30615	37	11	:	:	PUNCT
fcis-30615	37	12	aphids	aphids	PROPN
fcis-30615	37	13	,	,	PUNCT
fcis-30615	37	14	armyworm	armyworm	NOUN
fcis-30615	37	15	,	,	PUNCT
fcis-30615	37	16	leaf	leaf	NOUN
fcis-30615	37	17	curl	curl	NOUN
fcis-30615	37	18	,	,	PUNCT
fcis-30615	37	19	leaf	leaf	NOUN
fcis-30615	37	20	spot	spot	NOUN
fcis-30615	37	21	,	,	PUNCT
fcis-30615	37	22	wilt	wilt	NOUN
fcis-30615	37	23	,	,	PUNCT
fcis-30615	37	24	grey	grey	ADJ
fcis-30615	37	25	mildew	mildew	NOUN
fcis-30615	37	26	,	,	PUNCT
fcis-30615	37	27	and	and	CCONJ
fcis-30615	37	28	health	health	NOUN
fcis-30615	37	29	.	.	PUNCT
fcis-30615	38	1	post	post	ADJ
fcis-30615	38	2	-	-	NOUN
fcis-30615	38	3	augmentation	augmentation	NOUN
fcis-30615	38	4	,	,	PUNCT
fcis-30615	38	5	the	the	DET
fcis-30615	38	6	dataset	dataset	NOUN
fcis-30615	38	7	expanded	expand	VERB
fcis-30615	38	8	to	to	ADP
fcis-30615	38	9	6,879	6,879	NUM
fcis-30615	38	10	high	high	ADJ
fcis-30615	38	11	-	-	PUNCT
fcis-30615	38	12	quality	quality	NOUN
fcis-30615	38	13	,	,	PUNCT
fcis-30615	38	14	resolution	resolution	NOUN
fcis-30615	38	15	-	-	PUNCT
fcis-30615	38	16	uniform	uniform	NOUN
fcis-30615	38	17	images	image	NOUN
fcis-30615	38	18	.	.	PUNCT
fcis-30615	39	1	these	these	PRON
fcis-30615	39	2	were	be	AUX
fcis-30615	39	3	randomly	randomly	ADV
fcis-30615	39	4	split	split	VERB
fcis-30615	39	5	into	into	ADP
fcis-30615	39	6	training	training	NOUN
fcis-30615	39	7	,	,	PUNCT
fcis-30615	39	8	validation	validation	NOUN
fcis-30615	39	9	,	,	PUNCT
fcis-30615	39	10	and	and	CCONJ
fcis-30615	39	11	test	test	NOUN
fcis-30615	39	12	sets	set	NOUN
fcis-30615	39	13	at	at	ADP
fcis-30615	39	14	an	an	DET
fcis-30615	39	15	8:1:1	8:1:1	NUM
fcis-30615	39	16	ratio	ratio	NOUN
fcis-30615	39	17	,	,	PUNCT
fcis-30615	39	18	completing	complete	VERB
fcis-30615	39	19	the	the	DET
fcis-30615	39	20	dataset	dataset	NOUN
fcis-30615	39	21	construction	construction	NOUN
fcis-30615	39	22	.	.	PUNCT
fcis-30615	40	1	3	3	X
fcis-30615	40	2	.	.	NOUN
fcis-30615	40	3	models	model	NOUN
fcis-30615	40	4	and	and	CCONJ
fcis-30615	40	5	training	training	NOUN
fcis-30615	40	6	(	(	PUNCT
fcis-30615	40	7	1	1	X
fcis-30615	40	8	)	)	PUNCT
fcis-30615	40	9	yolov8	yolov8	NOUN
fcis-30615	40	10	model	model	NOUN
fcis-30615	40	11	overview	overview	VERB
fcis-30615	40	12	the	the	DET
fcis-30615	40	13	backbone	backbone	NOUN
fcis-30615	40	14	of	of	ADP
fcis-30615	40	15	yolov8	yolov8	NOUN
fcis-30615	40	16	adopts	adopt	VERB
fcis-30615	40	17	the	the	DET
fcis-30615	40	18	cspdarknet53	cspdarknet53	NOUN
fcis-30615	40	19	architecture	architecture	NOUN
fcis-30615	40	20	,	,	PUNCT
fcis-30615	40	21	which	which	PRON
fcis-30615	40	22	includes	include	VERB
fcis-30615	40	23	multiple	multiple	ADJ
fcis-30615	40	24	c2f	c2f	NOUN
fcis-30615	40	25	modules	module	NOUN
fcis-30615	40	26	influenced	influence	VERB
fcis-30615	40	27	by	by	ADP
fcis-30615	40	28	the	the	DET
fcis-30615	40	29	cross	cross	NOUN
fcis-30615	40	30	stage	stage	NOUN
fcis-30615	40	31	partial	partial	ADJ
fcis-30615	40	32	(	(	PUNCT
fcis-30615	40	33	csp	csp	PROPN
fcis-30615	40	34	)	)	PUNCT
fcis-30615	40	35	concept	concept	NOUN
fcis-30615	40	36	.	.	PUNCT
fcis-30615	41	1	the	the	DET
fcis-30615	41	2	c2f	c2f	NOUN
fcis-30615	41	3	module	module	NOUN
fcis-30615	41	4	employs	employ	VERB
fcis-30615	41	5	3×3	3×3	NUM
fcis-30615	41	6	convolutional	convolutional	ADJ
fcis-30615	41	7	kernels	kernel	NOUN
fcis-30615	41	8	with	with	ADP
fcis-30615	41	9	a	a	DET
fcis-30615	41	10	stride	stride	NOUN
fcis-30615	41	11	of	of	ADP
fcis-30615	41	12	2	2	NUM
fcis-30615	41	13	for	for	ADP
fcis-30615	41	14	feature	feature	NOUN
fcis-30615	41	15	extraction	extraction	NOUN
fcis-30615	41	16	,	,	PUNCT
fcis-30615	41	17	effectively	effectively	ADV
fcis-30615	41	18	reducing	reduce	VERB
fcis-30615	41	19	the	the	DET
fcis-30615	41	20	sampling	sample	VERB
fcis-30615	41	21	rate	rate	NOUN
fcis-30615	41	22	.	.	PUNCT
fcis-30615	42	1	at	at	ADP
fcis-30615	42	2	the	the	DET
fcis-30615	42	3	end	end	NOUN
fcis-30615	42	4	of	of	ADP
fcis-30615	42	5	the	the	DET
fcis-30615	42	6	backbone	backbone	NOUN
fcis-30615	42	7	network	network	NOUN
fcis-30615	42	8	,	,	PUNCT
fcis-30615	42	9	the	the	DET
fcis-30615	42	10	spatial	spatial	ADJ
fcis-30615	42	11	pyramid	pyramid	NOUN
fcis-30615	42	12	pooling	pool	VERB
fcis-30615	42	13	fast	fast	ADJ
fcis-30615	42	14	(	(	PUNCT
fcis-30615	42	15	sppf	sppf	ADJ
fcis-30615	42	16	)	)	PUNCT
fcis-30615	42	17	module	module	NOUN
fcis-30615	42	18	aggregates	aggregate	NOUN
fcis-30615	42	19	features	feature	VERB
fcis-30615	42	20	from	from	ADP
fcis-30615	42	21	pooling	pool	VERB
fcis-30615	42	22	windows	window	NOUN
fcis-30615	42	23	of	of	ADP
fcis-30615	42	24	varying	vary	VERB
fcis-30615	42	25	scales	scale	NOUN
fcis-30615	42	26	through	through	ADP
fcis-30615	42	27	concatenation	concatenation	NOUN
fcis-30615	42	28	,	,	PUNCT
fcis-30615	42	29	enhancing	enhance	VERB
fcis-30615	42	30	the	the	DET
fcis-30615	42	31	network	network	NOUN
fcis-30615	42	32	’s	’s	PART
fcis-30615	42	33	perceptual	perceptual	ADJ
fcis-30615	42	34	capability	capability	NOUN
fcis-30615	42	35	.	.	PUNCT
fcis-30615	43	1	the	the	DET
fcis-30615	43	2	neck	neck	NOUN
fcis-30615	43	3	incorporates	incorporate	VERB
fcis-30615	43	4	a	a	DET
fcis-30615	43	5	feature	feature	NOUN
fcis-30615	43	6	pyramid	pyramid	NOUN
fcis-30615	43	7	network	network	NOUN
fcis-30615	43	8	(	(	PUNCT
fcis-30615	43	9	fpn	fpn	PROPN
fcis-30615	43	10	)	)	PUNCT
fcis-30615	43	11	combined	combine	VERB
fcis-30615	43	12	with	with	ADP
fcis-30615	43	13	a	a	DET
fcis-30615	43	14	path	path	NOUN
fcis-30615	43	15	aggregation	aggregation	NOUN
fcis-30615	43	16	network	network	NOUN
fcis-30615	43	17	(	(	PUNCT
fcis-30615	43	18	pan	pan	NOUN
fcis-30615	43	19	)	)	PUNCT
fcis-30615	43	20	.	.	PUNCT
fcis-30615	44	1	the	the	DET
fcis-30615	44	2	fpn	fpn	PROPN
fcis-30615	44	3	enriches	enrich	VERB
fcis-30615	44	4	semantic	semantic	ADJ
fcis-30615	44	5	information	information	NOUN
fcis-30615	44	6	in	in	ADP
fcis-30615	44	7	low	low	ADJ
fcis-30615	44	8	-	-	PUNCT
fcis-30615	44	9	level	level	NOUN
fcis-30615	44	10	feature	feature	NOUN
fcis-30615	44	11	maps	map	NOUN
fcis-30615	44	12	via	via	ADP
fcis-30615	44	13	a	a	DET
fcis-30615	44	14	top	top	ADJ
fcis-30615	44	15	-	-	PUNCT
fcis-30615	44	16	down	down	ADP
fcis-30615	44	17	pathway	pathway	NOUN
fcis-30615	44	18	,	,	PUNCT
fcis-30615	44	19	while	while	SCONJ
fcis-30615	44	20	the	the	DET
fcis-30615	44	21	pan	pan	NOUN
fcis-30615	44	22	strengthens	strengthen	VERB
fcis-30615	44	23	positional	positional	ADJ
fcis-30615	44	24	information	information	NOUN
fcis-30615	44	25	in	in	ADP
fcis-30615	44	26	high	high	ADJ
fcis-30615	44	27	-	-	PUNCT
fcis-30615	44	28	level	level	NOUN
fcis-30615	44	29	feature	feature	NOUN
fcis-30615	44	30	maps	map	NOUN
fcis-30615	44	31	through	through	ADP
fcis-30615	44	32	a	a	DET
fcis-30615	44	33	bottom	bottom	ADJ
fcis-30615	44	34	-	-	PUNCT
fcis-30615	44	35	up	up	ADP
fcis-30615	44	36	pathway	pathway	NOUN
fcis-30615	44	37	.	.	PUNCT
fcis-30615	45	1	their	their	PRON
fcis-30615	45	2	integration	integration	NOUN
fcis-30615	45	3	forms	form	VERB
fcis-30615	45	4	a	a	DET
fcis-30615	45	5	bidirectional	bidirectional	ADJ
fcis-30615	45	6	pyramid	pyramid	NOUN
fcis-30615	45	7	structure	structure	NOUN
fcis-30615	45	8	,	,	PUNCT
fcis-30615	45	9	improving	improve	VERB
fcis-30615	45	10	multi	multi	ADJ
fcis-30615	45	11	-	-	ADJ
fcis-30615	45	12	target	target	ADJ
fcis-30615	45	13	detection	detection	NOUN
fcis-30615	45	14	capabilities	capability	NOUN
fcis-30615	45	15	.	.	PUNCT
fcis-30615	46	1	the	the	DET
fcis-30615	46	2	head	head	NOUN
fcis-30615	46	3	network	network	NOUN
fcis-30615	46	4	generates	generate	VERB
fcis-30615	46	5	feature	feature	NOUN
fcis-30615	46	6	maps	map	NOUN
fcis-30615	46	7	corresponding	correspond	VERB
fcis-30615	46	8	to	to	ADP
fcis-30615	46	9	the	the	DET
fcis-30615	46	10	number	number	NOUN
fcis-30615	46	11	of	of	ADP
fcis-30615	46	12	target	target	NOUN
fcis-30615	46	13	categories	category	NOUN
fcis-30615	46	14	.	.	PUNCT
fcis-30615	47	1	in	in	ADP
fcis-30615	47	2	cotton	cotton	NOUN
fcis-30615	47	3	pest	pest	NOUN
fcis-30615	47	4	and	and	CCONJ
fcis-30615	47	5	disease	disease	NOUN
fcis-30615	47	6	detection	detection	NOUN
fcis-30615	47	7	tasks	task	NOUN
fcis-30615	47	8	,	,	PUNCT
fcis-30615	47	9	yolov8	yolov8	NOUN
fcis-30615	48	1	[	[	X
fcis-30615	48	2	7–9	7–9	X
fcis-30615	48	3	]	]	PUNCT
fcis-30615	48	4	achieves	achieve	VERB
fcis-30615	48	5	slightly	slightly	ADV
fcis-30615	48	6	higher	high	ADJ
fcis-30615	48	7	accuracy	accuracy	NOUN
fcis-30615	48	8	compared	compare	VERB
fcis-30615	48	9	to	to	ADP
fcis-30615	48	10	previous	previous	ADJ
fcis-30615	48	11	yolo	yolo	ADJ
fcis-30615	48	12	generations	generation	NOUN
fcis-30615	48	13	and	and	CCONJ
fcis-30615	48	14	the	the	DET
fcis-30615	48	15	yolov10	yolov10	PROPN
fcis-30615	48	16	model	model	PROPN
fcis-30615	48	17	.	.	PUNCT
fcis-30615	49	1	yolov8	yolov8	PROPN
fcis-30615	49	2	offers	offer	VERB
fcis-30615	49	3	multiple	multiple	ADJ
fcis-30615	49	4	model	model	NOUN
fcis-30615	49	5	sizes	size	NOUN
fcis-30615	49	6	(	(	PUNCT
fcis-30615	49	7	n	n	CCONJ
fcis-30615	49	8	,	,	PUNCT
fcis-30615	49	9	s	s	PROPN
fcis-30615	49	10	,	,	PUNCT
fcis-30615	49	11	m	m	PROPN
fcis-30615	49	12	,	,	PUNCT
fcis-30615	49	13	l	l	NOUN
fcis-30615	49	14	,	,	PUNCT
fcis-30615	49	15	x	x	NOUN
fcis-30615	49	16	)	)	PUNCT
fcis-30615	49	17	,	,	PUNCT
fcis-30615	49	18	where	where	SCONJ
fcis-30615	49	19	the	the	DET
fcis-30615	49	20	yolov8n	yolov8n	PROPN
fcis-30615	49	21	model	model	NOUN
fcis-30615	49	22	requires	require	VERB
fcis-30615	49	23	minimal	minimal	ADJ
fcis-30615	49	24	memory	memory	NOUN
fcis-30615	49	25	footprint	footprint	NOUN
fcis-30615	49	26	,	,	PUNCT
fcis-30615	49	27	making	make	VERB
fcis-30615	49	28	it	it	PRON
fcis-30615	49	29	more	more	ADV
fcis-30615	49	30	suitable	suitable	ADJ
fcis-30615	49	31	for	for	ADP
fcis-30615	49	32	deployment	deployment	NOUN
fcis-30615	49	33	on	on	ADP
fcis-30615	49	34	mobile	mobile	ADJ
fcis-30615	49	35	devices	device	NOUN
fcis-30615	49	36	for	for	ADP
fcis-30615	49	37	real	real	ADJ
fcis-30615	49	38	-	-	PUNCT
fcis-30615	49	39	time	time	NOUN
fcis-30615	49	40	pest	pest	NOUN
fcis-30615	49	41	detection	detection	NOUN
fcis-30615	49	42	.	.	PUNCT
fcis-30615	50	1	however	however	ADV
fcis-30615	50	2	,	,	PUNCT
fcis-30615	50	3	yolov8	yolov8	PROPN
fcis-30615	50	4	still	still	ADV
fcis-30615	50	5	exhibits	exhibit	VERB
fcis-30615	50	6	limitations	limitation	NOUN
fcis-30615	50	7	in	in	ADP
fcis-30615	50	8	detecting	detect	VERB
fcis-30615	50	9	small	small	ADJ
fcis-30615	50	10	targets	target	NOUN
fcis-30615	50	11	in	in	ADP
fcis-30615	50	12	complex	complex	ADJ
fcis-30615	50	13	environments	environment	NOUN
fcis-30615	50	14	,	,	PUNCT
fcis-30615	50	15	computational	computational	ADJ
fcis-30615	50	16	efficiency	efficiency	NOUN
fcis-30615	50	17	,	,	PUNCT
fcis-30615	50	18	feature	feature	NOUN
fcis-30615	50	19	extraction	extraction	NOUN
fcis-30615	50	20	and	and	CCONJ
fcis-30615	50	21	fusion	fusion	NOUN
fcis-30615	50	22	capabilities	capability	NOUN
fcis-30615	50	23	,	,	PUNCT
fcis-30615	50	24	and	and	CCONJ
fcis-30615	50	25	convergence	convergence	NOUN
fcis-30615	50	26	speed	speed	NOUN
fcis-30615	50	27	,	,	PUNCT
fcis-30615	50	28	necessitating	necessitate	VERB
fcis-30615	50	29	further	further	ADJ
fcis-30615	50	30	improvements	improvement	NOUN
fcis-30615	50	31	.	.	PUNCT
fcis-30615	51	1	(	(	PUNCT
fcis-30615	51	2	2	2	X
fcis-30615	51	3	)	)	PUNCT
fcis-30615	51	4	improved	improved	ADJ
fcis-30615	51	5	yolov8n	yolov8n	NOUN
fcis-30615	51	6	-	-	PUNCT
fcis-30615	51	7	based	base	VERB
fcis-30615	51	8	cotton	cotton	NOUN
fcis-30615	51	9	pest	pest	NOUN
fcis-30615	51	10	and	and	CCONJ
fcis-30615	51	11	disease	disease	NOUN
fcis-30615	51	12	detection	detection	NOUN
fcis-30615	51	13	model	model	NOUN
fcis-30615	51	14	to	to	PART
fcis-30615	51	15	enhance	enhance	VERB
fcis-30615	51	16	recognition	recognition	NOUN
fcis-30615	51	17	accuracy	accuracy	NOUN
fcis-30615	51	18	for	for	ADP
fcis-30615	51	19	cotton	cotton	NOUN
fcis-30615	51	20	leaves	leave	NOUN
fcis-30615	51	21	in	in	ADP
fcis-30615	51	22	natural	natural	ADJ
fcis-30615	51	23	environments	environment	NOUN
fcis-30615	51	24	,	,	PUNCT
fcis-30615	51	25	this	this	DET
fcis-30615	51	26	study	study	NOUN
fcis-30615	51	27	modifies	modify	VERB
fcis-30615	51	28	the	the	DET
fcis-30615	51	29	yolov8n	yolov8n	NOUN
fcis-30615	51	30	architecture	architecture	NOUN
fcis-30615	51	31	as	as	SCONJ
fcis-30615	51	32	follows	follow	VERB
fcis-30615	51	33	:	:	PUNCT
fcis-30615	51	34	triple	triple	ADJ
fcis-30615	51	35	feature	feature	NOUN
fcis-30615	51	36	encoding	encoding	NOUN
fcis-30615	51	37	(	(	PUNCT
fcis-30615	51	38	tfe	tfe	NOUN
fcis-30615	51	39	)	)	PUNCT
fcis-30615	51	40	module	module	NOUN
fcis-30615	51	41	:	:	PUNCT
fcis-30615	51	42	introduces	introduce	VERB
fcis-30615	51	43	crossscale	crossscale	ADJ
fcis-30615	51	44	fusion	fusion	NOUN
fcis-30615	51	45	of	of	ADP
fcis-30615	51	46	large	large	ADJ
fcis-30615	51	47	,	,	PUNCT
fcis-30615	51	48	medium	medium	ADJ
fcis-30615	51	49	,	,	PUNCT
fcis-30615	51	50	and	and	CCONJ
fcis-30615	51	51	small	small	ADJ
fcis-30615	51	52	feature	feature	NOUN
fcis-30615	51	53	maps	map	NOUN
fcis-30615	51	54	via	via	ADP
fcis-30615	51	55	concatenation	concatenation	NOUN
fcis-30615	51	56	to	to	PART
fcis-30615	51	57	enhance	enhance	VERB
fcis-30615	51	58	the	the	DET
fcis-30615	51	59	representation	representation	NOUN
fcis-30615	51	60	of	of	ADP
fcis-30615	51	61	microscopic	microscopic	ADJ
fcis-30615	51	62	targets	target	NOUN
fcis-30615	51	63	.	.	PUNCT
fcis-30615	52	1	scale	scale	NOUN
fcis-30615	52	2	-	-	PUNCT
fcis-30615	52	3	sequential	sequential	ADJ
fcis-30615	52	4	feature	feature	NOUN
fcis-30615	52	5	fusion	fusion	NOUN
fcis-30615	52	6	(	(	PUNCT
fcis-30615	52	7	ssff	ssff	NOUN
fcis-30615	52	8	)	)	PUNCT
fcis-30615	52	9	module	module	NOUN
fcis-30615	52	10	:	:	PUNCT
fcis-30615	52	11	enhances	enhance	VERB
fcis-30615	52	12	multi	multi	ADJ
fcis-30615	52	13	-	-	ADJ
fcis-30615	52	14	scale	scale	ADJ
fcis-30615	52	15	feature	feature	NOUN
fcis-30615	52	16	extraction	extraction	NOUN
fcis-30615	52	17	by	by	ADP
fcis-30615	52	18	combining	combine	VERB
fcis-30615	52	19	highlevel	highlevel	ADJ
fcis-30615	52	20	semantic	semantic	ADJ
fcis-30615	52	21	and	and	CCONJ
fcis-30615	52	22	low	low	ADJ
fcis-30615	52	23	-	-	PUNCT
fcis-30615	52	24	level	level	NOUN
fcis-30615	52	25	detailed	detailed	ADJ
fcis-30615	52	26	information	information	NOUN
fcis-30615	52	27	.	.	PUNCT
fcis-30615	53	1	multi	multi	ADJ
fcis-30615	53	2	-	-	ADJ
fcis-30615	53	3	level	level	ADJ
fcis-30615	53	4	feature	feature	NOUN
fcis-30615	53	5	fusion	fusion	NOUN
fcis-30615	53	6	(	(	PUNCT
fcis-30615	53	7	sdi	sdi	NOUN
fcis-30615	53	8	)	)	PUNCT
fcis-30615	53	9	module	module	NOUN
fcis-30615	53	10	:	:	PUNCT
fcis-30615	53	11	replaces	replace	VERB
fcis-30615	53	12	the	the	DET
fcis-30615	53	13	original	original	ADJ
fcis-30615	53	14	concat	concat	NOUN
fcis-30615	53	15	operation	operation	NOUN
fcis-30615	53	16	in	in	ADP
fcis-30615	53	17	the	the	DET
fcis-30615	53	18	neck	neck	NOUN
fcis-30615	53	19	with	with	ADP
fcis-30615	53	20	a	a	DET
fcis-30615	53	21	hierarchical	hierarchical	ADJ
fcis-30615	53	22	feature	feature	NOUN
fcis-30615	53	23	integration	integration	NOUN
fcis-30615	53	24	mechanism	mechanism	NOUN
fcis-30615	53	25	.	.	PUNCT
fcis-30615	54	1	senet	senet	PROPN
fcis-30615	54	2	channel	channel	PROPN
fcis-30615	54	3	attention	attention	NOUN
fcis-30615	54	4	mechanism	mechanism	NOUN
fcis-30615	54	5	:	:	PUNCT
fcis-30615	54	6	integrated	integrate	VERB
fcis-30615	54	7	into	into	ADP
fcis-30615	54	8	the	the	DET
fcis-30615	54	9	three	three	NUM
fcis-30615	54	10	detection	detection	NOUN
fcis-30615	54	11	heads	head	NOUN
fcis-30615	54	12	(	(	PUNCT
fcis-30615	54	13	large	large	ADJ
fcis-30615	54	14	,	,	PUNCT
fcis-30615	54	15	medium	medium	ADJ
fcis-30615	54	16	,	,	PUNCT
fcis-30615	54	17	small	small	ADJ
fcis-30615	54	18	)	)	PUNCT
fcis-30615	54	19	to	to	PART
fcis-30615	54	20	amplify	amplify	VERB
fcis-30615	54	21	critical	critical	ADJ
fcis-30615	54	22	channel	channel	NOUN
fcis-30615	54	23	features	feature	NOUN
fcis-30615	54	24	and	and	CCONJ
fcis-30615	54	25	suppress	suppress	VERB
fcis-30615	54	26	irrelevant	irrelevant	ADJ
fcis-30615	54	27	ones	one	NOUN
fcis-30615	54	28	,	,	PUNCT
fcis-30615	54	29	improving	improve	VERB
fcis-30615	54	30	feature	feature	NOUN
fcis-30615	54	31	discriminability	discriminability	NOUN
fcis-30615	54	32	.	.	PUNCT
fcis-30615	55	1	the	the	DET
fcis-30615	55	2	modified	modify	VERB
fcis-30615	55	3	architecture	architecture	NOUN
fcis-30615	55	4	is	be	AUX
fcis-30615	55	5	illustrated	illustrate	VERB
fcis-30615	55	6	in	in	ADP
fcis-30615	55	7	figure	figure	NOUN
fcis-30615	55	8	1	1	NUM
fcis-30615	55	9	.	.	PUNCT
fcis-30615	56	1	conv	conv	PROPN
fcis-30615	56	2	0	0	NUM
fcis-30615	56	3	conv	conv	ADJ
fcis-30615	56	4	1	1	NUM
fcis-30615	56	5	conve	conve	NOUN
fcis-30615	56	6	3	3	NUM
fcis-30615	56	7	1rcsosa	1rcsosa	NUM
fcis-30615	56	8	(	(	PUNCT
fcis-30615	56	9	128	128	NUM
fcis-30615	56	10	)	)	PUNCT
fcis-30615	56	11	2rcsosa	2rcsosa	NUM
fcis-30615	56	12	(	(	PUNCT
fcis-30615	56	13	256	256	NUM
fcis-30615	56	14	)	)	PUNCT
fcis-30615	56	15	conve	conve	VERB
fcis-30615	56	16	5	5	NUM
fcis-30615	56	17	3rcsosa	3rcsosa	NUM
fcis-30615	56	18	(	(	PUNCT
fcis-30615	56	19	512	512	NUM
fcis-30615	56	20	)	)	PUNCT
fcis-30615	56	21	conv	conv	NOUN
fcis-30615	56	22	7	7	NUM
fcis-30615	56	23	4rcsosa	4rcsosa	NUM
fcis-30615	56	24	(	(	PUNCT
fcis-30615	56	25	1024	1024	NUM
fcis-30615	56	26	)	)	PUNCT
fcis-30615	56	27	sppf	sppf	ADJ
fcis-30615	56	28	scalseq	scalseq	NOUN
fcis-30615	56	29	conv	conv	ADJ
fcis-30615	57	1	11	11	NUM
fcis-30615	57	2	zoom_cat	zoom_cat	NUM
fcis-30615	57	3	12	12	NUM
fcis-30615	57	4	conv	conv	ADJ
fcis-30615	57	5	10	10	NUM
fcis-30615	57	6	conv	conv	ADJ
fcis-30615	57	7	15	15	NUM
fcis-30615	57	8	zoom_cat	zoom_cat	NUM
fcis-30615	57	9	c2f_senetv2	c2f_senetv2	ADV
fcis-30615	57	10	conv	conv	ADJ
fcis-30615	57	11	18	18	NUM
fcis-30615	57	12	sdi	sdi	PROPN
fcis-30615	57	13	c2f_senetv2	c2f_senetv2	PROPN
fcis-30615	57	14	sdi	sdi	PROPN
fcis-30615	57	15	c2f_senetv2	c2f_senetv2	AUX
fcis-30615	57	16	detect	detect	VERB
fcis-30615	57	17	detect	detect	NOUN
fcis-30615	57	18	attent_model	attent_model	ADP
fcis-30615	57	19	25	25	NUM
fcis-30615	57	20	detect	detect	PROPN
fcis-30615	57	21	conv	conv	ADJ
fcis-30615	57	22	14	14	NUM
fcis-30615	57	23	c2f	c2f	PROPN
fcis-30615	57	24	conv	conv	PROPN
fcis-30615	57	25	21	21	NUM
fcis-30615	57	26	fig	fig	NOUN
fcis-30615	57	27	1	1	NUM
fcis-30615	57	28	.	.	PUNCT
fcis-30615	57	29	improved	improve	VERB
fcis-30615	57	30	model	model	NOUN
fcis-30615	57	31	structure	structure	NOUN
fcis-30615	57	32	diagram	diagram	NOUN
fcis-30615	57	33	106	106	NUM
fcis-30615	57	34	triple	triple	ADJ
fcis-30615	57	35	feature	feature	NOUN
fcis-30615	57	36	encoding	encoding	NOUN
fcis-30615	57	37	(	(	PUNCT
fcis-30615	57	38	tfe	tfe	NOUN
fcis-30615	57	39	):	):	PUNCT
fcis-30615	57	40	for	for	ADP
fcis-30615	57	41	detecting	detect	VERB
fcis-30615	57	42	dense	dense	ADJ
fcis-30615	57	43	small	small	ADJ
fcis-30615	57	44	targets	target	NOUN
fcis-30615	57	45	like	like	ADP
fcis-30615	57	46	cotton	cotton	NOUN
fcis-30615	57	47	aphids	aphid	NOUN
fcis-30615	57	48	,	,	PUNCT
fcis-30615	57	49	the	the	DET
fcis-30615	57	50	original	original	ADJ
fcis-30615	57	51	fpn	fpn	NOUN
fcis-30615	57	52	’s	’s	PART
fcis-30615	57	53	unidirectional	unidirectional	ADJ
fcis-30615	57	54	top	top	ADJ
fcis-30615	57	55	-	-	PUNCT
fcis-30615	57	56	down	down	ADP
fcis-30615	57	57	fusion	fusion	NOUN
fcis-30615	57	58	path	path	NOUN
fcis-30615	57	59	inadequately	inadequately	ADV
fcis-30615	57	60	integrates	integrate	VERB
fcis-30615	57	61	high	high	ADJ
fcis-30615	57	62	-	-	PUNCT
fcis-30615	57	63	resolution	resolution	NOUN
fcis-30615	57	64	shallow	shallow	ADJ
fcis-30615	57	65	features	feature	NOUN
fcis-30615	57	66	with	with	ADP
fcis-30615	57	67	fine	fine	ADV
fcis-30615	57	68	-	-	PUNCT
fcis-30615	57	69	grained	grain	VERB
fcis-30615	57	70	textures[13	textures[13	NOUN
fcis-30615	57	71	]	]	PUNCT
fcis-30615	57	72	.	.	PUNCT
fcis-30615	58	1	to	to	PART
fcis-30615	58	2	address	address	VERB
fcis-30615	58	3	this	this	PRON
fcis-30615	58	4	,	,	PUNCT
fcis-30615	58	5	the	the	DET
fcis-30615	58	6	tfe	tfe	NOUN
fcis-30615	58	7	module	module	NOUN
fcis-30615	58	8	divides	divide	VERB
fcis-30615	58	9	backbone	backbone	NOUN
fcis-30615	58	10	outputs	output	NOUN
fcis-30615	58	11	into	into	ADP
fcis-30615	58	12	large	large	ADJ
fcis-30615	58	13	,	,	PUNCT
fcis-30615	58	14	medium	medium	ADJ
fcis-30615	58	15	,	,	PUNCT
fcis-30615	58	16	and	and	CCONJ
fcis-30615	58	17	small	small	ADJ
fcis-30615	58	18	spatial	spatial	ADJ
fcis-30615	58	19	resolution	resolution	NOUN
fcis-30615	58	20	groups	group	NOUN
fcis-30615	58	21	.	.	PUNCT
fcis-30615	59	1	through	through	ADP
fcis-30615	59	2	multi	multi	ADJ
fcis-30615	59	3	-	-	ADJ
fcis-30615	59	4	granularity	granularity	NOUN
fcis-30615	59	5	feature	feature	NOUN
fcis-30615	59	6	decoupling	decoupling	NOUN
fcis-30615	59	7	,	,	PUNCT
fcis-30615	59	8	it	it	PRON
fcis-30615	59	9	performs	perform	VERB
fcis-30615	59	10	bidirectional	bidirectional	ADJ
fcis-30615	59	11	interactions	interaction	NOUN
fcis-30615	59	12	between	between	ADP
fcis-30615	59	13	high	high	ADJ
fcis-30615	59	14	-	-	PUNCT
fcis-30615	59	15	resolution	resolution	NOUN
fcis-30615	59	16	textures	texture	NOUN
fcis-30615	59	17	and	and	CCONJ
fcis-30615	59	18	deep	deep	ADJ
fcis-30615	59	19	semantic	semantic	ADJ
fcis-30615	59	20	features	feature	NOUN
fcis-30615	59	21	via	via	ADP
fcis-30615	59	22	concatenation	concatenation	NOUN
fcis-30615	59	23	and	and	CCONJ
fcis-30615	59	24	cross	cross	ADJ
fcis-30615	59	25	-	-	ADJ
fcis-30615	59	26	scale	scale	ADJ
fcis-30615	59	27	fusion	fusion	NOUN
fcis-30615	59	28	.	.	PUNCT
fcis-30615	60	1	this	this	DET
fcis-30615	60	2	process	process	NOUN
fcis-30615	60	3	preserves	preserve	VERB
fcis-30615	60	4	edge	edge	VERB
fcis-30615	60	5	sharpness	sharpness	NOUN
fcis-30615	60	6	and	and	CCONJ
fcis-30615	60	7	texture	texture	ADJ
fcis-30615	60	8	clarity	clarity	NOUN
fcis-30615	60	9	for	for	ADP
fcis-30615	60	10	small	small	ADJ
fcis-30615	60	11	targets	target	NOUN
fcis-30615	60	12	.	.	PUNCT
fcis-30615	61	1	before	before	ADP
fcis-30615	61	2	encoding	encoding	NOUN
fcis-30615	61	3	,	,	PUNCT
fcis-30615	61	4	feature	feature	NOUN
fcis-30615	61	5	channels	channel	NOUN
fcis-30615	61	6	are	be	AUX
fcis-30615	61	7	adjusted	adjust	VERB
fcis-30615	61	8	to	to	PART
fcis-30615	61	9	match	match	VERB
fcis-30615	61	10	the	the	DET
fcis-30615	61	11	primary	primary	ADJ
fcis-30615	61	12	scale	scale	NOUN
fcis-30615	61	13	:	:	PUNCT
fcis-30615	61	14	large	large	ADJ
fcis-30615	61	15	-	-	PUNCT
fcis-30615	61	16	scale	scale	NOUN
fcis-30615	61	17	features	feature	NOUN
fcis-30615	61	18	:	:	PUNCT
fcis-30615	61	19	channel	channel	NOUN
fcis-30615	61	20	count	count	NOUN
fcis-30615	61	21	reduced	reduce	VERB
fcis-30615	61	22	to	to	ADP
fcis-30615	61	23	1c	1c	NOUN
fcis-30615	61	24	using	use	VERB
fcis-30615	61	25	hybrid	hybrid	ADJ
fcis-30615	61	26	max	max	ADJ
fcis-30615	61	27	-	-	ADJ
fcis-30615	61	28	average	average	ADJ
fcis-30615	61	29	pooling	pooling	NOUN
fcis-30615	61	30	downsampling	downsampling	NOUN
fcis-30615	61	31	.	.	PUNCT
fcis-30615	62	1	small	small	ADJ
fcis-30615	62	2	-	-	PUNCT
fcis-30615	62	3	scale	scale	NOUN
fcis-30615	62	4	features	feature	NOUN
fcis-30615	62	5	:	:	PUNCT
fcis-30615	62	6	channels	channel	NOUN
fcis-30615	62	7	adjusted	adjust	VERB
fcis-30615	62	8	via	via	ADP
fcis-30615	62	9	convolution	convolution	NOUN
fcis-30615	62	10	and	and	CCONJ
fcis-30615	62	11	upsampled	upsample	VERB
fcis-30615	62	12	with	with	ADP
fcis-30615	62	13	nearest	near	ADJ
fcis-30615	62	14	-	-	PUNCT
fcis-30615	62	15	neighbor	neighbor	NOUN
fcis-30615	62	16	interpolation	interpolation	NOUN
fcis-30615	62	17	final	final	ADJ
fcis-30615	62	18	outputs	output	NOUN
fcis-30615	62	19	are	be	AUX
fcis-30615	62	20	concatenated	concatenate	VERB
fcis-30615	62	21	channel	channel	NOUN
fcis-30615	62	22	-	-	PUNCT
fcis-30615	62	23	wise	wise	ADJ
fcis-30615	62	24	after	after	ADP
fcis-30615	62	25	convolution	convolution	NOUN
fcis-30615	62	26	(	(	PUNCT
fcis-30615	62	27	figure	figure	NOUN
fcis-30615	62	28	2	2	NUM
fcis-30615	62	29	)	)	PUNCT
fcis-30615	62	30	.	.	PUNCT
fcis-30615	63	1	large	large	ADJ
fcis-30615	63	2	medium	medium	ADJ
fcis-30615	63	3	small	small	ADJ
fcis-30615	63	4	conv	conv	PROPN
fcis-30615	63	5	conv	conv	PROPN
fcis-30615	63	6	max	max	PROPN
fcis-30615	63	7	pooling	pooling	PROPN
fcis-30615	63	8	mean	mean	NOUN
fcis-30615	63	9	pooling	pool	VERB
fcis-30615	63	10	conv	conv	NOUN
fcis-30615	63	11	add	add	VERB
fcis-30615	63	12	concat	concat	PROPN
fcis-30615	63	13	conv	conv	PROPN
fcis-30615	63	14	upsampling	upsampling	PROPN
fcis-30615	63	15	conv	conv	PROPN
fcis-30615	63	16	（	（	PROPN
fcis-30615	63	17	0.5c,2s	0.5c,2s	PROPN
fcis-30615	63	18	）	）	PUNCT
fcis-30615	63	19	（	（	PUNCT
fcis-30615	64	1	1c,1s	1c,1s	NUM
fcis-30615	64	2	）	）	PUNCT
fcis-30615	64	3	（	（	PUNCT
fcis-30615	64	4	1c,1s	1c,1s	NUM
fcis-30615	64	5	）	）	PUNCT
fcis-30615	64	6	（	（	PUNCT
fcis-30615	64	7	1c,1s	1c,1s	NUM
fcis-30615	64	8	）	）	PUNCT
fcis-30615	64	9	（	（	PUNCT
fcis-30615	65	1	2c,0.5s	2c,0.5s	NUM
fcis-30615	65	2	）	）	PUNCT
fcis-30615	65	3	（	（	PUNCT
fcis-30615	65	4	1c,1s	1c,1s	NUM
fcis-30615	65	5	）	）	PUNCT
fcis-30615	65	6	（	（	PUNCT
fcis-30615	65	7	1c,1s	1c,1s	NUM
fcis-30615	65	8	）	）	PUNCT
fcis-30615	65	9	（	（	PUNCT
fcis-30615	66	1	1c,0.5s	1c,0.5s	NUM
fcis-30615	66	2	）	）	SYM
fcis-30615	66	3	（	（	PUNCT
fcis-30615	66	4	1c,1s	1c,1s	NUM
fcis-30615	66	5	）	）	PUNCT
fcis-30615	66	6	（	（	PUNCT
fcis-30615	66	7	1c,1s	1c,1s	NUM
fcis-30615	66	8	）	）	PUNCT
fcis-30615	66	9	（	（	PUNCT
fcis-30615	67	1	1c,2s	1c,2s	NUM
fcis-30615	67	2	）	）	SYM
fcis-30615	67	3	fig	fig	NOUN
fcis-30615	67	4	2	2	NUM
fcis-30615	67	5	.	.	X
fcis-30615	68	1	triple	triple	ADJ
fcis-30615	68	2	feature	feature	NOUN
fcis-30615	68	3	encoding	encoding	NOUN
fcis-30615	68	4	(	(	PUNCT
fcis-30615	68	5	tfe	tfe	NOUN
fcis-30615	68	6	)	)	PUNCT
fcis-30615	68	7	scale	scale	NOUN
fcis-30615	68	8	-	-	PUNCT
fcis-30615	68	9	sequential	sequential	ADJ
fcis-30615	68	10	feature	feature	NOUN
fcis-30615	68	11	fusion	fusion	NOUN
fcis-30615	68	12	(	(	PUNCT
fcis-30615	68	13	ssff	ssff	NOUN
fcis-30615	68	14	):	):	PUNCT
fcis-30615	68	15	the	the	DET
fcis-30615	68	16	original	original	ADJ
fcis-30615	68	17	yolov8n	yolov8n	NOUN
fcis-30615	68	18	model	model	NOUN
fcis-30615	68	19	fuses	fuse	NOUN
fcis-30615	68	20	pyramid	pyramid	NOUN
fcis-30615	68	21	features	feature	VERB
fcis-30615	68	22	through	through	ADP
fcis-30615	68	23	simple	simple	ADJ
fcis-30615	68	24	concatenation	concatenation	NOUN
fcis-30615	68	25	or	or	CCONJ
fcis-30615	68	26	addition	addition	NOUN
fcis-30615	68	27	,	,	PUNCT
fcis-30615	68	28	which	which	PRON
fcis-30615	68	29	inadequately	inadequately	ADV
fcis-30615	68	30	exploits	exploit	VERB
fcis-30615	68	31	correlations	correlation	NOUN
fcis-30615	68	32	between	between	ADP
fcis-30615	68	33	multi	multi	ADJ
fcis-30615	68	34	-	-	ADJ
fcis-30615	68	35	scale	scale	ADJ
fcis-30615	68	36	feature	feature	NOUN
fcis-30615	68	37	maps	map	NOUN
fcis-30615	68	38	,	,	PUNCT
fcis-30615	68	39	leaving	leave	VERB
fcis-30615	68	40	room	room	NOUN
fcis-30615	68	41	for	for	ADP
fcis-30615	68	42	improvement	improvement	NOUN
fcis-30615	68	43	in	in	ADP
fcis-30615	68	44	detecting	detect	VERB
fcis-30615	68	45	cotton	cotton	NOUN
fcis-30615	68	46	pests	pest	NOUN
fcis-30615	68	47	and	and	CCONJ
fcis-30615	68	48	diseases	disease	NOUN
fcis-30615	68	49	with	with	ADP
fcis-30615	68	50	inherent	inherent	ADJ
fcis-30615	68	51	scale	scale	NOUN
fcis-30615	68	52	variations	variation	NOUN
fcis-30615	68	53	.	.	PUNCT
fcis-30615	69	1	the	the	DET
fcis-30615	69	2	ssff	ssff	PROPN
fcis-30615	69	3	module	module	NOUN
fcis-30615	69	4	(	(	PUNCT
fcis-30615	69	5	structure	structure	NOUN
fcis-30615	69	6	shown	show	VERB
fcis-30615	69	7	in	in	ADP
fcis-30615	69	8	figure	figure	NOUN
fcis-30615	69	9	3	3	NUM
fcis-30615	69	10	)	)	PUNCT
fcis-30615	69	11	addresses	address	NOUN
fcis-30615	69	12	this	this	PRON
fcis-30615	69	13	by	by	ADP
fcis-30615	69	14	combining	combine	VERB
fcis-30615	69	15	high	high	ADJ
fcis-30615	69	16	-	-	PUNCT
fcis-30615	69	17	dimensional	dimensional	ADJ
fcis-30615	69	18	information	information	NOUN
fcis-30615	69	19	from	from	ADP
fcis-30615	69	20	deep	deep	ADJ
fcis-30615	69	21	features	feature	NOUN
fcis-30615	69	22	with	with	ADP
fcis-30615	69	23	detailed	detailed	ADJ
fcis-30615	69	24	information	information	NOUN
fcis-30615	69	25	from	from	ADP
fcis-30615	69	26	shallow	shallow	ADJ
fcis-30615	69	27	features	feature	NOUN
fcis-30615	69	28	:	:	PUNCT
fcis-30615	69	29	channel	channel	NOUN
fcis-30615	69	30	alignment	alignment	NOUN
fcis-30615	69	31	:	:	PUNCT
fcis-30615	69	32	1×1	1×1	NUM
fcis-30615	69	33	convolutions	convolution	NOUN
fcis-30615	69	34	adjust	adjust	VERB
fcis-30615	69	35	the	the	DET
fcis-30615	69	36	channel	channel	NOUN
fcis-30615	69	37	numbers	number	NOUN
fcis-30615	69	38	of	of	ADP
fcis-30615	69	39	p4	p4	ADJ
fcis-30615	69	40	and	and	CCONJ
fcis-30615	69	41	p5	p5	ADJ
fcis-30615	69	42	layers	layer	NOUN
fcis-30615	69	43	to	to	PART
fcis-30615	69	44	match	match	VERB
fcis-30615	69	45	the	the	DET
fcis-30615	69	46	p3	p3	PROPN
fcis-30615	69	47	layer	layer	NOUN
fcis-30615	69	48	.	.	PUNCT
fcis-30615	70	1	resizing	resizing	NOUN
fcis-30615	70	2	:	:	PUNCT
fcis-30615	70	3	nearest	near	ADJ
fcis-30615	70	4	-	-	PUNCT
fcis-30615	70	5	neighbor	neighbor	NOUN
fcis-30615	70	6	interpolation	interpolation	NOUN
fcis-30615	70	7	aligns	align	VERB
fcis-30615	70	8	feature	feature	NOUN
fcis-30615	70	9	map	map	NOUN
fcis-30615	70	10	dimensions	dimension	NOUN
fcis-30615	70	11	with	with	ADP
fcis-30615	70	12	p3	p3	PROPN
fcis-30615	70	13	.	.	PUNCT
fcis-30615	71	1	dimension	dimension	NOUN
fcis-30615	71	2	expansion	expansion	NOUN
fcis-30615	71	3	:	:	PUNCT
fcis-30615	71	4	the	the	DET
fcis-30615	71	5	unsqueeze	unsqueeze	PROPN
fcis-30615	71	6	operation	operation	NOUN
fcis-30615	71	7	transforms	transform	VERB
fcis-30615	71	8	3d	3d	NUM
fcis-30615	71	9	tensors	tensor	NOUN
fcis-30615	71	10	[	[	X
fcis-30615	71	11	height	height	NOUN
fcis-30615	71	12	,	,	PUNCT
fcis-30615	71	13	width	width	ADJ
fcis-30615	71	14	,	,	PUNCT
fcis-30615	71	15	channels	channel	NOUN
fcis-30615	71	16	]	]	PUNCT
fcis-30615	71	17	into	into	ADP
fcis-30615	71	18	4d	4d	NUM
fcis-30615	71	19	tensors	tensor	NOUN
fcis-30615	71	20	[	[	X
fcis-30615	71	21	depth	depth	NOUN
fcis-30615	71	22	,	,	PUNCT
fcis-30615	71	23	height	height	NOUN
fcis-30615	71	24	,	,	PUNCT
fcis-30615	71	25	width	width	ADJ
fcis-30615	71	26	,	,	PUNCT
fcis-30615	71	27	channels	channel	NOUN
fcis-30615	71	28	]	]	PUNCT
fcis-30615	71	29	.	.	PUNCT
fcis-30615	72	1	depth	depth	NOUN
fcis-30615	72	2	-	-	PUNCT
fcis-30615	72	3	wise	wise	ADJ
fcis-30615	72	4	concatenation	concatenation	NOUN
fcis-30615	72	5	:	:	PUNCT
fcis-30615	72	6	4d	4d	NUM
fcis-30615	72	7	feature	feature	NOUN
fcis-30615	72	8	maps	map	NOUN
fcis-30615	72	9	are	be	AUX
fcis-30615	72	10	concatenated	concatenate	VERB
fcis-30615	72	11	along	along	ADP
fcis-30615	72	12	the	the	DET
fcis-30615	72	13	depth	depth	NOUN
fcis-30615	72	14	dimension	dimension	NOUN
fcis-30615	72	15	to	to	PART
fcis-30615	72	16	form	form	VERB
fcis-30615	72	17	3d	3d	NUM
fcis-30615	72	18	feature	feature	NOUN
fcis-30615	72	19	maps	map	NOUN
fcis-30615	72	20	.	.	PUNCT
fcis-30615	73	1	feature	feature	NOUN
fcis-30615	73	2	extraction	extraction	NOUN
fcis-30615	73	3	:	:	PUNCT
fcis-30615	73	4	silu	silu	ADJ
fcis-30615	73	5	activation	activation	NOUN
fcis-30615	73	6	,	,	PUNCT
fcis-30615	73	7	3d	3d	NUM
fcis-30615	73	8	convolution	convolution	NOUN
fcis-30615	73	9	,	,	PUNCT
fcis-30615	73	10	and	and	CCONJ
fcis-30615	73	11	3d	3d	NUM
fcis-30615	73	12	batch	batch	NOUN
fcis-30615	73	13	normalization	normalization	NOUN
fcis-30615	73	14	complete	complete	VERB
fcis-30615	73	15	the	the	DET
fcis-30615	73	16	scale	scale	NOUN
fcis-30615	73	17	-	-	PUNCT
fcis-30615	73	18	aware	aware	ADJ
fcis-30615	73	19	feature	feature	NOUN
fcis-30615	73	20	fusion	fusion	NOUN
fcis-30615	73	21	process	process	NOUN
fcis-30615	73	22	.	.	PUNCT
fcis-30615	74	1	upsampling	upsample	VERB
fcis-30615	74	2	upsampling	upsample	VERB
fcis-30615	74	3	unsqueeze	unsqueeze	PROPN
fcis-30615	74	4	unsqueeze	unsqueeze	PROPN
fcis-30615	74	5	unsqueeze	unsqueeze	PROPN
fcis-30615	74	6	c	c	PROPN
fcis-30615	75	1	oncat	oncat	PROPN
fcis-30615	75	2	max	max	PROPN
fcis-30615	75	3	pooling	pool	VERB
fcis-30615	75	4	squeeze	squeeze	NOUN
fcis-30615	75	5	（	（	PROPN
fcis-30615	75	6	0.5c，3，2s	0.5c，3，2s	NOUN
fcis-30615	75	7	)	)	PUNCT
fcis-30615	75	8	（	（	PROPN
fcis-30615	75	9	0.5c，3，2s	0.5c，3，2s	PROPN
fcis-30615	75	10	)	)	PUNCT
fcis-30615	75	11	（	（	PUNCT
fcis-30615	75	12	0.5c，2s	0.5c，2s	PROPN
fcis-30615	75	13	)	)	PUNCT
fcis-30615	75	14	（	（	PUNCT
fcis-30615	75	15	0.5c，2s	0.5c，2s	NOUN
fcis-30615	75	16	)	)	PUNCT
fcis-30615	75	17	（	（	PUNCT
fcis-30615	75	18	0.5c，2s	0.5c，2s	NOUN
fcis-30615	75	19	)	)	PUNCT
fcis-30615	75	20	p3	p3	PROPN
fcis-30615	75	21	p4	p4	ADJ
fcis-30615	75	22	p5	p5	ADJ
fcis-30615	75	23	conv	conv	NOUN
fcis-30615	75	24	3d	3d	PROPN
fcis-30615	75	25	bn	bn	PROPN
fcis-30615	75	26	silu	silu	PROPN
fcis-30615	75	27	fig	fig	NOUN
fcis-30615	75	28	3	3	NUM
fcis-30615	75	29	.	.	PUNCT
fcis-30615	75	30	scale	scale	NOUN
fcis-30615	75	31	-	-	PUNCT
fcis-30615	75	32	sequential	sequential	ADJ
fcis-30615	75	33	feature	feature	NOUN
fcis-30615	75	34	fusion	fusion	NOUN
fcis-30615	75	35	(	(	PUNCT
fcis-30615	75	36	ssff	ssff	NOUN
fcis-30615	75	37	)	)	PUNCT
fcis-30615	75	38	multi	multi	ADJ
fcis-30615	75	39	-	-	ADJ
fcis-30615	75	40	level	level	ADJ
fcis-30615	75	41	feature	feature	NOUN
fcis-30615	75	42	fusion	fusion	NOUN
fcis-30615	75	43	(	(	PUNCT
fcis-30615	75	44	sdi	sdi	PROPN
fcis-30615	75	45	):	):	PUNCT
fcis-30615	75	46	the	the	DET
fcis-30615	75	47	sdi	sdi	PROPN
fcis-30615	75	48	module	module	NOUN
fcis-30615	75	49	(	(	PUNCT
fcis-30615	75	50	structure	structure	NOUN
fcis-30615	75	51	shown	show	VERB
fcis-30615	75	52	in	in	ADP
fcis-30615	75	53	figure	figure	NOUN
fcis-30615	75	54	4	4	NUM
fcis-30615	75	55	)	)	PUNCT
fcis-30615	75	56	replaces	replace	VERB
fcis-30615	75	57	the	the	DET
fcis-30615	75	58	original	original	ADJ
fcis-30615	75	59	concat	concat	NOUN
fcis-30615	75	60	operation	operation	NOUN
fcis-30615	75	61	in	in	ADP
fcis-30615	75	62	the	the	DET
fcis-30615	75	63	neck	neck	NOUN
fcis-30615	75	64	.	.	PUNCT
fcis-30615	76	1	its	its	PRON
fcis-30615	76	2	core	core	ADJ
fcis-30615	76	3	idea	idea	NOUN
fcis-30615	76	4	is	be	AUX
fcis-30615	76	5	to	to	PART
fcis-30615	76	6	enhance	enhance	VERB
fcis-30615	76	7	semantic	semantic	ADJ
fcis-30615	76	8	and	and	CCONJ
fcis-30615	76	9	detailed	detailed	ADJ
fcis-30615	76	10	information	information	NOUN
fcis-30615	76	11	by	by	ADP
fcis-30615	76	12	hierarchically	hierarchically	ADV
fcis-30615	76	13	integrating	integrate	VERB
fcis-30615	76	14	encoder	encoder	NOUN
fcis-30615	76	15	-	-	PUNCT
fcis-30615	76	16	generated	generate	VERB
fcis-30615	76	17	features	feature	NOUN
fcis-30615	76	18	.	.	PUNCT
fcis-30615	77	1	together	together	ADV
fcis-30615	77	2	with	with	ADP
fcis-30615	77	3	the	the	DET
fcis-30615	77	4	ssff	ssff	NOUN
fcis-30615	77	5	module	module	NOUN
fcis-30615	77	6	,	,	PUNCT
fcis-30615	77	7	it	it	PRON
fcis-30615	77	8	forms	form	VERB
fcis-30615	77	9	the	the	DET
fcis-30615	77	10	refined	refined	ADJ
fcis-30615	77	11	neck	neck	NOUN
fcis-30615	77	12	of	of	ADP
fcis-30615	77	13	the	the	DET
fcis-30615	77	14	model[14	model[14	PROPN
fcis-30615	77	15	]	]	X
fcis-30615	77	16	.	.	PUNCT
fcis-30615	78	1	l=4	l=4	PUNCT
fcis-30615	78	2	l=3	l=3	PUNCT
fcis-30615	78	3	l=2	l=2	ADV
fcis-30615	78	4	l=1	l=1	VERB
fcis-30615	78	5	downsample	downsample	PROPN
fcis-30615	78	6	identitymap	identitymap	PROPN
fcis-30615	78	7	upsample	upsample	VERB
fcis-30615	78	8	spatialattentoin	spatialattentoin	PROPN
fcis-30615	78	9	channelattentoin	channelattentoin	PROPN
fcis-30615	78	10	smoothconv	smoothconv	PROPN
fcis-30615	78	11	fig	fig	PROPN
fcis-30615	78	12	4	4	NUM
fcis-30615	78	13	.	.	PUNCT
fcis-30615	79	1	multi	multi	ADJ
fcis-30615	79	2	-	-	ADJ
fcis-30615	79	3	level	level	ADJ
fcis-30615	79	4	feature	feature	NOUN
fcis-30615	79	5	fusion	fusion	NOUN
fcis-30615	79	6	(	(	PUNCT
fcis-30615	79	7	sdi	sdi	PROPN
fcis-30615	79	8	)	)	PUNCT
fcis-30615	79	9	107	107	NUM
fcis-30615	79	10	senet	senet	PROPN
fcis-30615	79	11	channel	channel	NOUN
fcis-30615	79	12	attention	attention	NOUN
fcis-30615	79	13	mechanism	mechanism	NOUN
fcis-30615	79	14	(	(	PUNCT
fcis-30615	79	15	senet	senet	NOUN
fcis-30615	79	16	):	):	PUNCT
fcis-30615	79	17	when	when	SCONJ
fcis-30615	79	18	detecting	detect	VERB
fcis-30615	79	19	small	small	ADJ
fcis-30615	79	20	targets	target	NOUN
fcis-30615	79	21	(	(	PUNCT
fcis-30615	79	22	e.g.	e.g.	ADV
fcis-30615	79	23	,	,	PUNCT
fcis-30615	79	24	cotton	cotton	NOUN
fcis-30615	79	25	aphids	aphid	NOUN
fcis-30615	79	26	,	,	PUNCT
fcis-30615	79	27	leaf	leaf	NOUN
fcis-30615	79	28	spots	spot	NOUN
fcis-30615	79	29	)	)	PUNCT
fcis-30615	79	30	coexisting	coexist	VERB
fcis-30615	79	31	with	with	ADP
fcis-30615	79	32	larger	large	ADJ
fcis-30615	79	33	ones	one	NOUN
fcis-30615	79	34	,	,	PUNCT
fcis-30615	79	35	the	the	DET
fcis-30615	79	36	original	original	ADJ
fcis-30615	79	37	yolov8n	yolov8n	NOUN
fcis-30615	79	38	model	model	NOUN
fcis-30615	79	39	often	often	ADV
fcis-30615	79	40	suffers	suffer	VERB
fcis-30615	79	41	from	from	ADP
fcis-30615	79	42	missed	miss	VERB
fcis-30615	79	43	detections	detection	NOUN
fcis-30615	79	44	due	due	ADP
fcis-30615	79	45	to	to	ADP
fcis-30615	79	46	insufficient	insufficient	ADJ
fcis-30615	79	47	extraction	extraction	NOUN
fcis-30615	79	48	and	and	CCONJ
fcis-30615	79	49	filtering	filtering	NOUN
fcis-30615	79	50	of	of	ADP
fcis-30615	79	51	critical	critical	ADJ
fcis-30615	79	52	features	feature	NOUN
fcis-30615	79	53	.	.	PUNCT
fcis-30615	80	1	to	to	PART
fcis-30615	80	2	address	address	VERB
fcis-30615	80	3	this	this	PRON
fcis-30615	80	4	,	,	PUNCT
fcis-30615	80	5	the	the	DET
fcis-30615	80	6	senet	senet	NOUN
fcis-30615	80	7	module	module	NOUN
fcis-30615	80	8	recalibrates	recalibrate	VERB
fcis-30615	80	9	channel	channel	NOUN
fcis-30615	80	10	weights	weight	NOUN
fcis-30615	80	11	by	by	ADP
fcis-30615	80	12	emphasizing	emphasize	VERB
fcis-30615	80	13	important	important	ADJ
fcis-30615	80	14	features	feature	NOUN
fcis-30615	80	15	and	and	CCONJ
fcis-30615	80	16	suppressing	suppress	VERB
fcis-30615	80	17	irrelevant	irrelevant	ADJ
fcis-30615	80	18	ones	one	NOUN
fcis-30615	80	19	.	.	PUNCT
fcis-30615	81	1	x	x	PRON
fcis-30615	81	2	output	output	NOUN
fcis-30615	81	3	(	(	PUNCT
fcis-30615	81	4	bs	bs	NOUN
fcis-30615	81	5	,	,	PUNCT
fcis-30615	81	6	c	c	X
fcis-30615	81	7	,	,	PUNCT
fcis-30615	81	8	w	w	PROPN
fcis-30615	81	9	,	,	PUNCT
fcis-30615	81	10	h	h	NOUN
fcis-30615	81	11	)	)	PUNCT
fcis-30615	81	12	input	input	NOUN
fcis-30615	81	13	(	(	PUNCT
fcis-30615	81	14	bs	bs	NOUN
fcis-30615	81	15	,	,	PUNCT
fcis-30615	81	16	c	c	X
fcis-30615	81	17	,	,	PUNCT
fcis-30615	81	18	w	w	PROPN
fcis-30615	81	19	,	,	PUNCT
fcis-30615	81	20	h	h	NOUN
fcis-30615	81	21	)	)	PUNCT
fcis-30615	81	22	global	global	ADJ
fcis-30615	81	23	average	average	ADJ
fcis-30615	81	24	pool	pool	NOUN
fcis-30615	81	25	(	(	PUNCT
fcis-30615	81	26	bs	bs	NOUN
fcis-30615	81	27	,	,	PUNCT
fcis-30615	81	28	c	c	NOUN
fcis-30615	81	29	)	)	PUNCT
fcis-30615	81	30	(	(	PUNCT
fcis-30615	81	31	bs	bs	NOUN
fcis-30615	81	32	,	,	PUNCT
fcis-30615	81	33	c/16	c/16	ADJ
fcis-30615	81	34	)	)	PUNCT
fcis-30615	81	35	relu	relu	NOUN
fcis-30615	81	36	(	(	PUNCT
fcis-30615	81	37	bs	bs	NOUN
fcis-30615	81	38	,	,	PUNCT
fcis-30615	81	39	c/16	c/16	PROPN
fcis-30615	81	40	)	)	PUNCT
fcis-30615	81	41	(	(	PUNCT
fcis-30615	81	42	bs	bs	NOUN
fcis-30615	81	43	,	,	PUNCT
fcis-30615	81	44	c	c	NOUN
fcis-30615	81	45	)	)	PUNCT
fcis-30615	81	46	sigmoid	sigmoid	NOUN
fcis-30615	81	47	(	(	PUNCT
fcis-30615	81	48	bs,1,1,c	bs,1,1,c	NOUN
fcis-30615	81	49	)	)	PUNCT
fcis-30615	81	50	fig	fig	NOUN
fcis-30615	81	51	5	5	NUM
fcis-30615	81	52	.	.	PUNCT
fcis-30615	81	53	senet	senet	PROPN
fcis-30615	81	54	channel	channel	PROPN
fcis-30615	81	55	attention	attention	NOUN
fcis-30615	81	56	mechanism	mechanism	NOUN
fcis-30615	81	57	as	as	SCONJ
fcis-30615	81	58	shown	show	VERB
fcis-30615	81	59	in	in	ADP
fcis-30615	81	60	figure	figure	NOUN
fcis-30615	81	61	5	5	NUM
fcis-30615	81	62	,	,	PUNCT
fcis-30615	81	63	senet[15	senet[15	NOUN
fcis-30615	81	64	]	]	PUNCT
fcis-30615	81	65	operates	operate	VERB
fcis-30615	81	66	in	in	ADP
fcis-30615	81	67	three	three	NUM
fcis-30615	81	68	stages	stage	NOUN
fcis-30615	81	69	:	:	PUNCT
fcis-30615	81	70	squeeze	squeeze	NOUN
fcis-30615	81	71	:	:	PUNCT
fcis-30615	81	72	global	global	ADJ
fcis-30615	81	73	average	average	ADJ
fcis-30615	81	74	pooling	pooling	NOUN
fcis-30615	81	75	compresses	compress	VERB
fcis-30615	81	76	input	input	NOUN
fcis-30615	81	77	features	feature	NOUN
fcis-30615	81	78	into	into	ADP
fcis-30615	81	79	a	a	DET
fcis-30615	81	80	channel	channel	NOUN
fcis-30615	81	81	-	-	PUNCT
fcis-30615	81	82	wise	wise	ADJ
fcis-30615	81	83	vector	vector	NOUN
fcis-30615	81	84	of	of	ADP
fcis-30615	81	85	dimension	dimension	NOUN
fcis-30615	81	86	c.	c.	PROPN
fcis-30615	81	87	excitation	excitation	PROPN
fcis-30615	81	88	:	:	PUNCT
fcis-30615	81	89	two	two	NUM
fcis-30615	81	90	fully	fully	ADV
fcis-30615	81	91	connected	connect	VERB
fcis-30615	81	92	layers	layer	NOUN
fcis-30615	81	93	capture	capture	VERB
fcis-30615	81	94	channel	channel	NOUN
fcis-30615	81	95	dependencies	dependency	NOUN
fcis-30615	81	96	,	,	PUNCT
fcis-30615	81	97	generating	generate	VERB
fcis-30615	81	98	adaptive	adaptive	ADJ
fcis-30615	81	99	weights	weight	NOUN
fcis-30615	81	100	based	base	VERB
fcis-30615	81	101	on	on	ADP
fcis-30615	81	102	feature	feature	NOUN
fcis-30615	81	103	importance	importance	NOUN
fcis-30615	81	104	.	.	PUNCT
fcis-30615	82	1	recalibration	recalibration	NOUN
fcis-30615	82	2	:	:	PUNCT
fcis-30615	82	3	the	the	DET
fcis-30615	82	4	original	original	ADJ
fcis-30615	82	5	feature	feature	NOUN
fcis-30615	82	6	maps	map	NOUN
fcis-30615	82	7	are	be	AUX
fcis-30615	82	8	scaled	scale	VERB
fcis-30615	82	9	by	by	ADP
fcis-30615	82	10	the	the	DET
fcis-30615	82	11	learned	learn	VERB
fcis-30615	82	12	weights	weight	NOUN
fcis-30615	82	13	to	to	PART
fcis-30615	82	14	amplify	amplify	VERB
fcis-30615	82	15	discriminative	discriminative	NOUN
fcis-30615	82	16	channels	channel	NOUN
fcis-30615	82	17	.	.	PUNCT
fcis-30615	83	1	(	(	PUNCT
fcis-30615	83	2	3	3	X
fcis-30615	83	3	)	)	PUNCT
fcis-30615	83	4	model	model	NOUN
fcis-30615	83	5	training	training	NOUN
fcis-30615	83	6	and	and	CCONJ
fcis-30615	83	7	evaluation	evaluation	NOUN
fcis-30615	83	8	metrics	metric	NOUN
fcis-30615	83	9	all	all	DET
fcis-30615	83	10	experiments	experiment	NOUN
fcis-30615	83	11	were	be	AUX
fcis-30615	83	12	conducted	conduct	VERB
fcis-30615	83	13	on	on	ADP
fcis-30615	83	14	a	a	DET
fcis-30615	83	15	desktop	desktop	NOUN
fcis-30615	83	16	with	with	ADP
fcis-30615	83	17	the	the	DET
fcis-30615	83	18	configuration	configuration	NOUN
fcis-30615	83	19	in	in	ADP
fcis-30615	83	20	table	table	NOUN
fcis-30615	83	21	2	2	NUM
fcis-30615	83	22	.	.	PUNCT
fcis-30615	83	23	training	training	NOUN
fcis-30615	83	24	parameters	parameter	NOUN
fcis-30615	83	25	:	:	PUNCT
fcis-30615	83	26	input	input	NOUN
fcis-30615	83	27	size	size	NOUN
fcis-30615	83	28	:	:	PUNCT
fcis-30615	83	29	640×640;batch	640×640;batch	NOUN
fcis-30615	83	30	size	size	NOUN
fcis-30615	83	31	:	:	PUNCT
fcis-30615	83	32	24	24	NUM
fcis-30615	83	33	;	;	PUNCT
fcis-30615	83	34	workers	worker	NOUN
fcis-30615	83	35	:	:	PUNCT
fcis-30615	83	36	2	2	NUM
fcis-30615	83	37	;	;	PUNCT
fcis-30615	84	1	initial	initial	ADJ
fcis-30615	84	2	learning	learning	NOUN
fcis-30615	84	3	rate	rate	NOUN
fcis-30615	84	4	:	:	PUNCT
fcis-30615	84	5	0.01	0.01	NUM
fcis-30615	84	6	;	;	PUNCT
fcis-30615	84	7	epochs	epoch	NOUN
fcis-30615	84	8	:	:	PUNCT
fcis-30615	84	9	1,000;weight	1,000;weight	NUM
fcis-30615	84	10	saving	saving	NOUN
fcis-30615	84	11	interval	interval	NOUN
fcis-30615	84	12	:	:	PUNCT
fcis-30615	84	13	10	10	NUM
fcis-30615	84	14	epochs	epoch	NOUN
fcis-30615	84	15	(	(	PUNCT
fcis-30615	84	16	yielding	yield	VERB
fcis-30615	84	17	100	100	NUM
fcis-30615	84	18	weight	weight	NOUN
fcis-30615	84	19	files	file	NOUN
fcis-30615	84	20	)	)	PUNCT
fcis-30615	84	21	;	;	PUNCT
fcis-30615	84	22	pretraining	pretraine	VERB
fcis-30615	84	23	:	:	PUNCT
fcis-30615	84	24	initial	initial	ADJ
fcis-30615	84	25	300	300	NUM
fcis-30615	84	26	epochs	epoch	NOUN
fcis-30615	84	27	without	without	ADP
fcis-30615	84	28	pretrained	pretraine	VERB
fcis-30615	84	29	weights	weight	NOUN
fcis-30615	84	30	(	(	PUNCT
fcis-30615	84	31	due	due	ADP
fcis-30615	84	32	to	to	ADP
fcis-30615	84	33	modified	modify	VERB
fcis-30615	84	34	backbone	backbone	NOUN
fcis-30615	84	35	)	)	PUNCT
fcis-30615	84	36	,	,	PUNCT
fcis-30615	84	37	followed	follow	VERB
fcis-30615	84	38	by	by	ADP
fcis-30615	84	39	1,000	1,000	NUM
fcis-30615	84	40	epochs	epoch	NOUN
fcis-30615	84	41	with	with	ADP
fcis-30615	84	42	trained	train	VERB
fcis-30615	84	43	weights	weight	NOUN
fcis-30615	84	44	.	.	PUNCT
fcis-30615	85	1	table	table	NOUN
fcis-30615	85	2	2	2	NUM
fcis-30615	85	3	.	.	PUNCT
fcis-30615	85	4	experimental	experimental	ADJ
fcis-30615	85	5	environment	environment	NOUN
fcis-30615	85	6	configuration	configuration	NOUN
fcis-30615	85	7	configuration	configuration	NOUN
fcis-30615	85	8	name	name	NOUN
fcis-30615	85	9	model	model	NOUN
fcis-30615	85	10	/	/	SYM
fcis-30615	85	11	version	version	NOUN
fcis-30615	85	12	system	system	NOUN
fcis-30615	85	13	environment	environment	NOUN
fcis-30615	85	14	ubuntu	ubuntu	NOUN
fcis-30615	85	15	20.04.6	20.04.6	NUM
fcis-30615	85	16	central	central	ADJ
fcis-30615	85	17	processing	processing	NOUN
fcis-30615	85	18	unit	unit	NOUN
fcis-30615	85	19	(	(	PUNCT
fcis-30615	85	20	cpu	cpu	PROPN
fcis-30615	85	21	)	)	PUNCT
fcis-30615	85	22	intel	intel	PROPN
fcis-30615	85	23	core	core	NOUN
fcis-30615	85	24	i5	i5	PROPN
fcis-30615	85	25	-	-	PUNCT
fcis-30615	85	26	12400	12400	NUM
fcis-30615	85	27	@4.4	@4.4	NUM
fcis-30615	85	28	ghz	ghz	NOUN
fcis-30615	85	29	graphics	graphic	NOUN
fcis-30615	85	30	processing	processing	NOUN
fcis-30615	85	31	unit	unit	NOUN
fcis-30615	85	32	(	(	PUNCT
fcis-30615	85	33	gpu	gpu	PROPN
fcis-30615	85	34	)	)	PUNCT
fcis-30615	85	35	nvidia	nvidia	PROPN
fcis-30615	85	36	geforce	geforce	NOUN
fcis-30615	85	37	rtx	rtx	PROPN
fcis-30615	85	38	3090	3090	NUM
fcis-30615	85	39	(	(	PUNCT
fcis-30615	85	40	24	24	NUM
fcis-30615	85	41	gb	gb	NOUN
fcis-30615	85	42	)	)	PUNCT
fcis-30615	85	43	gpu	gpu	NOUN
fcis-30615	85	44	acceleration	acceleration	NOUN
fcis-30615	85	45	library	library	NOUN
fcis-30615	85	46	cuda	cuda	NOUN
fcis-30615	85	47	11.8	11.8	NUM
fcis-30615	85	48	random	random	ADJ
fcis-30615	85	49	access	access	NOUN
fcis-30615	85	50	memory	memory	NOUN
fcis-30615	85	51	(	(	PUNCT
fcis-30615	85	52	ram	ram	NOUN
fcis-30615	85	53	)	)	PUNCT
fcis-30615	85	54	32	32	NUM
fcis-30615	85	55	gb	gb	NOUN
fcis-30615	85	56	deep	deep	ADJ
fcis-30615	85	57	learning	learning	NOUN
fcis-30615	85	58	framework	framework	NOUN
fcis-30615	85	59	pytorch	pytorch	NOUN
fcis-30615	85	60	2.0.1	2.0.1	NUM
fcis-30615	85	61	following	follow	VERB
fcis-30615	85	62	wang	wang	PROPN
fcis-30615	85	63	xiangyu	xiangyu	PROPN
fcis-30615	85	64	et	et	PROPN
fcis-30615	85	65	al	al	PROPN
fcis-30615	85	66	.	.	PUNCT
fcis-30615	86	1	[	[	X
fcis-30615	86	2	1],we	1],we	NUM
fcis-30615	86	3	adopt	adopt	NOUN
fcis-30615	86	4	:	:	PUNCT
fcis-30615	86	5	precision	precision	NOUN
fcis-30615	86	6	(	(	PUNCT
fcis-30615	86	7	p	p	X
fcis-30615	86	8	,	,	PUNCT
fcis-30615	86	9	%	%	INTJ
fcis-30615	86	10	):	):	PUNCT
fcis-30615	86	11	ratio	ratio	NOUN
fcis-30615	86	12	of	of	ADP
fcis-30615	86	13	correct	correct	ADJ
fcis-30615	86	14	predictions	prediction	NOUN
fcis-30615	86	15	to	to	PART
fcis-30615	86	16	total	total	VERB
fcis-30615	86	17	positive	positive	ADJ
fcis-30615	86	18	predictions	prediction	NOUN
fcis-30615	86	19	:	:	PUNCT
fcis-30615	86	20	100p	100p	NUM
fcis-30615	86	21	p	p	PROPN
fcis-30615	86	22	p	p	PROPN
fcis-30615	86	23	t	t	PROPN
fcis-30615	86	24	p	p	NOUN
fcis-30615	86	25	t	t	PROPN
fcis-30615	86	26	f	f	PROPN
fcis-30615	87	1			PROPN
fcis-30615	87	2			PROPN
fcis-30615	87	3			NOUN
fcis-30615	87	4			X
fcis-30615	87	5	(	(	PUNCT
fcis-30615	87	6	1	1	X
fcis-30615	87	7	)	)	PUNCT
fcis-30615	87	8	recall	recall	NOUN
fcis-30615	87	9	(	(	PUNCT
fcis-30615	87	10	r	r	NOUN
fcis-30615	87	11	,	,	PUNCT
fcis-30615	87	12	%	%	INTJ
fcis-30615	87	13	):	):	PUNCT
fcis-30615	87	14	ratio	ratio	NOUN
fcis-30615	87	15	of	of	ADP
fcis-30615	87	16	correctly	correctly	ADV
fcis-30615	87	17	detected	detect	VERB
fcis-30615	87	18	positives	positive	NOUN
fcis-30615	87	19	to	to	ADP
fcis-30615	87	20	all	all	DET
fcis-30615	87	21	actual	actual	ADJ
fcis-30615	87	22	positives	positive	NOUN
fcis-30615	87	23	:	:	PUNCT
fcis-30615	87	24	100p	100p	NUM
fcis-30615	87	25	p	p	PROPN
fcis-30615	87	26	n	n	NOUN
fcis-30615	87	27	t	t	NOUN
fcis-30615	87	28	r	r	NOUN
fcis-30615	87	29	t	t	X
fcis-30615	87	30	f	f	PROPN
fcis-30615	87	31			PROPN
fcis-30615	87	32			PROPN
fcis-30615	87	33			NOUN
fcis-30615	87	34			X
fcis-30615	87	35	(	(	PUNCT
fcis-30615	87	36	2	2	X
fcis-30615	87	37	)	)	PUNCT
fcis-30615	87	38	mean	mean	ADJ
fcis-30615	87	39	average	average	ADJ
fcis-30615	87	40	precision	precision	NOUN
fcis-30615	87	41	(	(	PUNCT
fcis-30615	87	42	map	map	NOUN
fcis-30615	87	43	,	,	PUNCT
fcis-30615	87	44	%	%	INTJ
fcis-30615	87	45	):	):	PUNCT
fcis-30615	87	46	average	average	ADJ
fcis-30615	87	47	precision	precision	NOUN
fcis-30615	87	48	across	across	ADP
fcis-30615	87	49	all	all	DET
fcis-30615	87	50	classes	class	NOUN
fcis-30615	87	51	:	:	PUNCT
fcis-30615	87	52	1	1	NUM
fcis-30615	87	53	0	0	NUM
fcis-30615	87	54	0	0	NUM
fcis-30615	88	1	(	(	PUNCT
fcis-30615	88	2	)	)	PUNCT
fcis-30615	88	3	100	100	NUM
fcis-30615	88	4	n	n	NOUN
fcis-30615	89	1	i	i	PRON
fcis-30615	89	2	p	p	NOUN
fcis-30615	89	3	r	r	PROPN
fcis-30615	89	4	dr	dr	PROPN
fcis-30615	89	5	mar	mar	PROPN
fcis-30615	89	6	n	n	PART
fcis-30615	89	7			NUM
fcis-30615	89	8			VERB
fcis-30615	89	9			X
fcis-30615	89	10			X
fcis-30615	89	11	(	(	PUNCT
fcis-30615	89	12	3	3	NUM
fcis-30615	89	13	)	)	PUNCT
fcis-30615	89	14	frames	frame	NOUN
fcis-30615	89	15	per	per	ADP
fcis-30615	89	16	second	second	ADJ
fcis-30615	89	17	(	(	PUNCT
fcis-30615	89	18	fps	fps	PROPN
fcis-30615	89	19	):	):	PUNCT
fcis-30615	89	20	inference	inference	NOUN
fcis-30615	89	21	speed	speed	NOUN
fcis-30615	89	22	.	.	PUNCT
fcis-30615	90	1	here	here	ADV
fcis-30615	90	2	,	,	PUNCT
fcis-30615	90	3	tp	tp	NOUN
fcis-30615	90	4	,	,	PUNCT
fcis-30615	90	5	fp	fp	X
fcis-30615	90	6	,	,	PUNCT
fcis-30615	90	7	and	and	CCONJ
fcis-30615	90	8	fn	fn	NOUN
fcis-30615	90	9	denote	denote	VERB
fcis-30615	90	10	true	true	ADJ
fcis-30615	90	11	positives	positive	NOUN
fcis-30615	90	12	,	,	PUNCT
fcis-30615	90	13	false	false	ADJ
fcis-30615	90	14	positives	positive	NOUN
fcis-30615	90	15	,	,	PUNCT
fcis-30615	90	16	and	and	CCONJ
fcis-30615	90	17	false	false	ADJ
fcis-30615	90	18	negatives	negative	NOUN
fcis-30615	90	19	,	,	PUNCT
fcis-30615	90	20	respectively.n=7represents	respectively.n=7represents	PROPN
fcis-30615	90	21	the	the	DET
fcis-30615	90	22	number	number	NOUN
fcis-30615	90	23	of	of	ADP
fcis-30615	90	24	disease	disease	NOUN
fcis-30615	90	25	/	/	SYM
fcis-30615	90	26	pest	pest	NOUN
fcis-30615	90	27	categories	category	NOUN
fcis-30615	90	28	.	.	PUNCT
fcis-30615	91	1	4	4	X
fcis-30615	91	2	.	.	NOUN
fcis-30615	91	3	results	result	NOUN
fcis-30615	91	4	and	and	CCONJ
fcis-30615	91	5	analysis	analysis	NOUN
fcis-30615	91	6	(	(	PUNCT
fcis-30615	91	7	1	1	NUM
fcis-30615	91	8	)	)	PUNCT
fcis-30615	91	9	performance	performance	NOUN
fcis-30615	91	10	comparison	comparison	NOUN
fcis-30615	91	11	with	with	ADP
fcis-30615	91	12	mainstream	mainstream	NOUN
fcis-30615	91	13	models	model	NOUN
fcis-30615	91	14	the	the	DET
fcis-30615	91	15	proposed	propose	VERB
fcis-30615	91	16	rss	rss	NOUN
fcis-30615	91	17	-	-	PUNCT
fcis-30615	91	18	yolov8n	yolov8n	NOUN
fcis-30615	91	19	model	model	NOUN
fcis-30615	91	20	is	be	AUX
fcis-30615	91	21	compared	compare	VERB
fcis-30615	91	22	against	against	ADP
fcis-30615	91	23	mainstream	mainstream	ADJ
fcis-30615	91	24	object	object	NOUN
fcis-30615	91	25	detection	detection	NOUN
fcis-30615	91	26	models	model	NOUN
fcis-30615	91	27	,	,	PUNCT
fcis-30615	91	28	including	include	VERB
fcis-30615	91	29	yolov5	yolov5	NOUN
fcis-30615	91	30	,	,	PUNCT
fcis-30615	91	31	yolov7	yolov7	NOUN
fcis-30615	91	32	,	,	PUNCT
fcis-30615	91	33	yolov10	yolov10	NOUN
fcis-30615	91	34	,	,	PUNCT
fcis-30615	91	35	and	and	CCONJ
fcis-30615	91	36	faster	fast	ADJ
fcis-30615	91	37	r	r	NOUN
fcis-30615	91	38	-	-	PUNCT
fcis-30615	91	39	cnn	cnn	NOUN
fcis-30615	91	40	.	.	PUNCT
fcis-30615	92	1	the	the	DET
fcis-30615	92	2	results	result	NOUN
fcis-30615	92	3	are	be	AUX
fcis-30615	92	4	summarized	summarize	VERB
fcis-30615	92	5	in	in	ADP
fcis-30615	92	6	table	table	NOUN
fcis-30615	92	7	3	3	NUM
fcis-30615	92	8	.	.	PUNCT
fcis-30615	92	9	table	table	NOUN
fcis-30615	92	10	3	3	NUM
fcis-30615	92	11	.	.	X
fcis-30615	92	12	comparison	comparison	NOUN
fcis-30615	92	13	between	between	ADP
fcis-30615	92	14	the	the	DET
fcis-30615	92	15	proposed	propose	VERB
fcis-30615	92	16	model	model	NOUN
fcis-30615	92	17	and	and	CCONJ
fcis-30615	92	18	mainstream	mainstream	NOUN
fcis-30615	92	19	models	model	NOUN
fcis-30615	92	20	model	model	NOUN
fcis-30615	92	21	precision	precision	NOUN
fcis-30615	92	22	(	(	PUNCT
fcis-30615	92	23	p/%	p/%	PROPN
fcis-30615	92	24	)	)	PUNCT
fcis-30615	92	25	recall	recall	NOUN
fcis-30615	92	26	(	(	PUNCT
fcis-30615	92	27	r/%	r/%	PROPN
fcis-30615	92	28	)	)	PUNCT
fcis-30615	92	29	map/%	map/%	PROPN
fcis-30615	92	30	parameters	parameter	NOUN
fcis-30615	92	31	(	(	PUNCT
fcis-30615	92	32	×10⁵	×10⁵	PROPN
fcis-30615	92	33	)	)	PUNCT
fcis-30615	92	34	fps	fps	NOUN
fcis-30615	92	35	(	(	PUNCT
fcis-30615	92	36	frames	frames	PROPN
fcis-30615	92	37	/	/	SYM
fcis-30615	92	38	s	s	PART
fcis-30615	92	39	)	)	PUNCT
fcis-30615	92	40	faster	fast	ADJ
fcis-30615	92	41	r	r	X
fcis-30615	92	42	-	-	PUNCT
fcis-30615	92	43	cnn	cnn	PROPN
fcis-30615	93	1	76.3	76.3	NUM
fcis-30615	93	2	73.8	73.8	NUM
fcis-30615	93	3	79.6	79.6	NUM
fcis-30615	93	4	95.7	95.7	NUM
fcis-30615	93	5	18.64	18.64	NUM
fcis-30615	93	6	yolov5n	yolov5n	NOUN
fcis-30615	93	7	86.7	86.7	NUM
fcis-30615	93	8	81.3	81.3	NUM
fcis-30615	93	9	85.9	85.9	NUM
fcis-30615	93	10	25.0	25.0	NUM
fcis-30615	93	11	32.63	32.63	NUM
fcis-30615	93	12	yolov7	yolov7	NOUN
fcis-30615	93	13	84.6	84.6	NUM
fcis-30615	93	14	82.8	82.8	NUM
fcis-30615	93	15	86.0	86.0	NUM
fcis-30615	93	16	36.7	36.7	NUM
fcis-30615	93	17	36.88	36.88	NUM
fcis-30615	93	18	yolov8n	yolov8n	NOUN
fcis-30615	93	19	85.8	85.8	NUM
fcis-30615	93	20	83.7	83.7	NUM
fcis-30615	93	21	86.5	86.5	NUM
fcis-30615	93	22	31.5	31.5	NUM
fcis-30615	93	23	36.74	36.74	NUM
fcis-30615	93	24	yolov10n	yolov10n	NOUN
fcis-30615	93	25	86.0	86.0	NUM
fcis-30615	93	26	81.5	81.5	NUM
fcis-30615	93	27	86.1	86.1	NUM
fcis-30615	93	28	26.7	26.7	NUM
fcis-30615	93	29	35.45	35.45	NUM
fcis-30615	93	30	proposed	propose	VERB
fcis-30615	93	31	model	model	NOUN
fcis-30615	93	32	88.8	88.8	NUM
fcis-30615	93	33	83.2	83.2	NUM
fcis-30615	93	34	88.1	88.1	NUM
fcis-30615	93	35	33.9	33.9	NUM
fcis-30615	93	36	37.63	37.63	NUM
fcis-30615	93	37	in	in	ADP
fcis-30615	93	38	comparisons	comparison	NOUN
fcis-30615	93	39	with	with	ADP
fcis-30615	93	40	mainstream	mainstream	NOUN
fcis-30615	93	41	models	model	NOUN
fcis-30615	93	42	,	,	PUNCT
fcis-30615	93	43	the	the	DET
fcis-30615	93	44	proposed	propose	VERB
fcis-30615	93	45	model	model	NOUN
fcis-30615	93	46	achieves	achieve	VERB
fcis-30615	93	47	state	state	NOUN
fcis-30615	93	48	-	-	PUNCT
fcis-30615	93	49	of	of	ADP
fcis-30615	93	50	-	-	PUNCT
fcis-30615	93	51	the	the	DET
fcis-30615	93	52	-	-	PUNCT
fcis-30615	93	53	art	art	NOUN
fcis-30615	93	54	performance	performance	NOUN
fcis-30615	93	55	in	in	ADP
fcis-30615	93	56	both	both	DET
fcis-30615	93	57	precision	precision	NOUN
fcis-30615	93	58	and	and	CCONJ
fcis-30615	93	59	mean	mean	ADJ
fcis-30615	93	60	average	average	ADJ
fcis-30615	93	61	precision	precision	NOUN
fcis-30615	93	62	(	(	PUNCT
fcis-30615	93	63	map	map	NOUN
fcis-30615	93	64	)	)	PUNCT
fcis-30615	93	65	.	.	PUNCT
fcis-30615	94	1	specifically	specifically	ADV
fcis-30615	94	2	,	,	PUNCT
fcis-30615	94	3	it	it	PRON
fcis-30615	94	4	outperforms	outperform	VERB
fcis-30615	94	5	faster	fast	ADJ
fcis-30615	94	6	r	r	NOUN
fcis-30615	94	7	-	-	PUNCT
fcis-30615	94	8	cnn	cnn	PROPN
fcis-30615	94	9	,	,	PUNCT
fcis-30615	94	10	yolov5n	yolov5n	PROPN
fcis-30615	94	11	,	,	PUNCT
fcis-30615	94	12	yolov7	yolov7	NOUN
fcis-30615	94	13	,	,	PUNCT
fcis-30615	94	14	yolov8n	yolov8n	NOUN
fcis-30615	94	15	,	,	PUNCT
fcis-30615	94	16	and	and	CCONJ
fcis-30615	94	17	yolov10n	yolov10n	NOUN
fcis-30615	94	18	in	in	ADP
fcis-30615	94	19	precision	precision	NOUN
fcis-30615	94	20	by	by	ADP
fcis-30615	94	21	12.5	12.5	NUM
fcis-30615	94	22	,	,	PUNCT
fcis-30615	94	23	1.1	1.1	NUM
fcis-30615	94	24	,	,	PUNCT
fcis-30615	94	25	4.2	4.2	NUM
fcis-30615	94	26	,	,	PUNCT
fcis-30615	94	27	3.0	3.0	NUM
fcis-30615	94	28	,	,	PUNCT
fcis-30615	94	29	and	and	CCONJ
fcis-30615	94	30	2.8	2.8	NUM
fcis-30615	94	31	percentage	percentage	NOUN
fcis-30615	94	32	points	point	NOUN
fcis-30615	94	33	,	,	PUNCT
fcis-30615	94	34	respectively	respectively	ADV
fcis-30615	94	35	.	.	PUNCT
fcis-30615	95	1	for	for	ADP
fcis-30615	95	2	recall	recall	NOUN
fcis-30615	95	3	,	,	PUNCT
fcis-30615	95	4	the	the	DET
fcis-30615	95	5	model	model	NOUN
fcis-30615	95	6	exhibits	exhibit	VERB
fcis-30615	95	7	improvements	improvement	NOUN
fcis-30615	95	8	of	of	ADP
fcis-30615	95	9	9.4	9.4	NUM
fcis-30615	95	10	,	,	PUNCT
fcis-30615	95	11	1.9	1.9	NUM
fcis-30615	95	12	,	,	PUNCT
fcis-30615	95	13	0.4	0.4	NUM
fcis-30615	95	14	,	,	PUNCT
fcis-30615	95	15	and	and	CCONJ
fcis-30615	95	16	1.7	1.7	NUM
fcis-30615	95	17	percentage	percentage	NOUN
fcis-30615	95	18	points	point	NOUN
fcis-30615	95	19	compared	compare	VERB
fcis-30615	95	20	to	to	ADP
fcis-30615	95	21	faster	fast	ADV
fcis-30615	95	22	r	r	NOUN
fcis-30615	95	23	-	-	PUNCT
fcis-30615	95	24	cnn	cnn	PROPN
fcis-30615	95	25	,	,	PUNCT
fcis-30615	95	26	yolov5n	yolov5n	PROPN
fcis-30615	95	27	,	,	PUNCT
fcis-30615	95	28	yolov7	yolov7	NOUN
fcis-30615	95	29	,	,	PUNCT
fcis-30615	95	30	and	and	CCONJ
fcis-30615	95	31	yolov10n	yolov10n	NOUN
fcis-30615	95	32	,	,	PUNCT
fcis-30615	95	33	though	though	SCONJ
fcis-30615	95	34	it	it	PRON
fcis-30615	95	35	shows	show	VERB
fcis-30615	95	36	a	a	DET
fcis-30615	95	37	slight	slight	ADJ
fcis-30615	95	38	0.5	0.5	NUM
fcis-30615	95	39	percentage	percentage	NOUN
fcis-30615	95	40	point	point	NOUN
fcis-30615	95	41	decrease	decrease	NOUN
fcis-30615	95	42	relative	relative	ADJ
fcis-30615	95	43	to	to	ADP
fcis-30615	95	44	yolov8n	yolov8n	NOUN
fcis-30615	95	45	.	.	PUNCT
fcis-30615	96	1	in	in	ADP
fcis-30615	96	2	terms	term	NOUN
fcis-30615	96	3	of	of	ADP
fcis-30615	96	4	map	map	NOUN
fcis-30615	96	5	,	,	PUNCT
fcis-30615	96	6	the	the	DET
fcis-30615	96	7	proposed	propose	VERB
fcis-30615	96	8	model	model	NOUN
fcis-30615	96	9	surpasses	surpass	VERB
fcis-30615	96	10	faster	fast	ADJ
fcis-30615	96	11	r	r	NOUN
fcis-30615	96	12	-	-	PUNCT
fcis-30615	96	13	cnn	cnn	PROPN
fcis-30615	96	14	,	,	PUNCT
fcis-30615	96	15	yolov5n	yolov5n	PROPN
fcis-30615	96	16	,	,	PUNCT
fcis-30615	96	17	yolov7	yolov7	NOUN
fcis-30615	96	18	,	,	PUNCT
fcis-30615	96	19	yolov8n	yolov8n	NOUN
fcis-30615	96	20	,	,	PUNCT
fcis-30615	96	21	and	and	CCONJ
fcis-30615	96	22	yolov10n	yolov10n	NOUN
fcis-30615	96	23	by	by	ADP
fcis-30615	96	24	8.5	8.5	NUM
fcis-30615	96	25	,	,	PUNCT
fcis-30615	96	26	2.2	2.2	NUM
fcis-30615	96	27	,	,	PUNCT
fcis-30615	96	28	2.1	2.1	NUM
fcis-30615	96	29	,	,	PUNCT
fcis-30615	96	30	1.6	1.6	NUM
fcis-30615	96	31	,	,	PUNCT
fcis-30615	96	32	and	and	CCONJ
fcis-30615	96	33	2.0	2.0	NUM
fcis-30615	96	34	percentage	percentage	NOUN
fcis-30615	96	35	points	point	NOUN
fcis-30615	96	36	,	,	PUNCT
fcis-30615	96	37	respectively	respectively	ADV
fcis-30615	96	38	.	.	PUNCT
fcis-30615	97	1	notably	notably	ADV
fcis-30615	97	2	,	,	PUNCT
fcis-30615	97	3	the	the	DET
fcis-30615	97	4	model	model	NOUN
fcis-30615	97	5	significantly	significantly	ADV
fcis-30615	97	6	reduces	reduce	VERB
fcis-30615	97	7	parameter	parameter	NOUN
fcis-30615	97	8	counts	count	NOUN
fcis-30615	97	9	compared	compare	VERB
fcis-30615	97	10	to	to	ADP
fcis-30615	97	11	faster	fast	ADJ
fcis-30615	97	12	r	r	NOUN
fcis-30615	97	13	108	108	NUM
fcis-30615	97	14	cnn	cnn	NOUN
fcis-30615	97	15	and	and	CCONJ
fcis-30615	97	16	yolov7	yolov7	NOUN
fcis-30615	97	17	-	-	PUNCT
fcis-30615	97	18	tiny	tiny	ADJ
fcis-30615	97	19	while	while	SCONJ
fcis-30615	97	20	maintaining	maintain	VERB
fcis-30615	97	21	competitive	competitive	ADJ
fcis-30615	97	22	complexity	complexity	NOUN
fcis-30615	97	23	with	with	ADP
fcis-30615	97	24	other	other	ADJ
fcis-30615	97	25	yolo	yolo	ADJ
fcis-30615	97	26	variants	variant	NOUN
fcis-30615	97	27	.	.	PUNCT
fcis-30615	98	1	furthermore	furthermore	ADV
fcis-30615	98	2	,	,	PUNCT
fcis-30615	98	3	it	it	PRON
fcis-30615	98	4	achieves	achieve	VERB
fcis-30615	98	5	superior	superior	ADJ
fcis-30615	98	6	inference	inference	NOUN
fcis-30615	98	7	speed	speed	NOUN
fcis-30615	98	8	,	,	PUNCT
fcis-30615	98	9	delivering	deliver	VERB
fcis-30615	98	10	50.5	50.5	NUM
fcis-30615	98	11	%	%	NOUN
fcis-30615	98	12	,	,	PUNCT
fcis-30615	98	13	13.3	13.3	NUM
fcis-30615	98	14	%	%	NOUN
fcis-30615	98	15	,	,	PUNCT
fcis-30615	98	16	1.3	1.3	NUM
fcis-30615	98	17	%	%	NOUN
fcis-30615	98	18	,	,	PUNCT
fcis-30615	98	19	1.6	1.6	NUM
fcis-30615	98	20	%	%	NOUN
fcis-30615	98	21	,	,	PUNCT
fcis-30615	98	22	and	and	CCONJ
fcis-30615	98	23	5.0	5.0	NUM
fcis-30615	98	24	%	%	NOUN
fcis-30615	98	25	improvements	improvement	NOUN
fcis-30615	98	26	in	in	ADP
fcis-30615	98	27	frames	frame	NOUN
fcis-30615	98	28	per	per	ADP
fcis-30615	98	29	second	second	ADJ
fcis-30615	98	30	(	(	PUNCT
fcis-30615	98	31	fps	fps	PROPN
fcis-30615	98	32	)	)	PUNCT
fcis-30615	98	33	over	over	ADP
fcis-30615	98	34	faster	fast	ADJ
fcis-30615	98	35	r	r	NOUN
fcis-30615	98	36	-	-	PUNCT
fcis-30615	98	37	cnn	cnn	PROPN
fcis-30615	98	38	,	,	PUNCT
fcis-30615	98	39	yolov5n	yolov5n	PROPN
fcis-30615	98	40	,	,	PUNCT
fcis-30615	98	41	yolov7	yolov7	ADV
fcis-30615	98	42	-	-	PUNCT
fcis-30615	98	43	tiny	tiny	ADJ
fcis-30615	98	44	,	,	PUNCT
fcis-30615	98	45	yolov8n	yolov8n	NOUN
fcis-30615	98	46	,	,	PUNCT
fcis-30615	98	47	and	and	CCONJ
fcis-30615	98	48	yolov10n	yolov10n	NOUN
fcis-30615	98	49	,	,	PUNCT
fcis-30615	98	50	respectively	respectively	ADV
fcis-30615	98	51	.	.	PUNCT
fcis-30615	99	1	these	these	DET
fcis-30615	99	2	results	result	NOUN
fcis-30615	99	3	confirm	confirm	VERB
fcis-30615	99	4	that	that	SCONJ
fcis-30615	99	5	the	the	DET
fcis-30615	99	6	proposed	propose	VERB
fcis-30615	99	7	model	model	NOUN
fcis-30615	99	8	effectively	effectively	ADV
fcis-30615	99	9	balances	balance	VERB
fcis-30615	99	10	parameter	parameter	NOUN
fcis-30615	99	11	efficiency	efficiency	NOUN
fcis-30615	99	12	with	with	ADP
fcis-30615	99	13	enhanced	enhanced	ADJ
fcis-30615	99	14	accuracy	accuracy	NOUN
fcis-30615	99	15	and	and	CCONJ
fcis-30615	99	16	real	real	ADJ
fcis-30615	99	17	-	-	PUNCT
fcis-30615	99	18	time	time	NOUN
fcis-30615	99	19	performance	performance	NOUN
fcis-30615	99	20	,	,	PUNCT
fcis-30615	99	21	addressing	address	VERB
fcis-30615	99	22	the	the	DET
fcis-30615	99	23	dual	dual	ADJ
fcis-30615	99	24	challenges	challenge	NOUN
fcis-30615	99	25	of	of	ADP
fcis-30615	99	26	computational	computational	ADJ
fcis-30615	99	27	overhead	overhead	NOUN
fcis-30615	99	28	and	and	CCONJ
fcis-30615	99	29	detection	detection	NOUN
fcis-30615	99	30	precision	precision	NOUN
fcis-30615	99	31	in	in	ADP
fcis-30615	99	32	complex	complex	ADJ
fcis-30615	99	33	agricultural	agricultural	ADJ
fcis-30615	99	34	environments	environment	NOUN
fcis-30615	99	35	.	.	PUNCT
fcis-30615	100	1	(	(	PUNCT
fcis-30615	100	2	2	2	X
fcis-30615	100	3	)	)	PUNCT
fcis-30615	100	4	impact	impact	NOUN
fcis-30615	100	5	of	of	ADP
fcis-30615	100	6	different	different	ADJ
fcis-30615	100	7	attention	attention	NOUN
fcis-30615	100	8	mechanisms	mechanism	NOUN
fcis-30615	100	9	to	to	PART
fcis-30615	100	10	validate	validate	VERB
fcis-30615	100	11	the	the	DET
fcis-30615	100	12	effectiveness	effectiveness	NOUN
fcis-30615	100	13	of	of	ADP
fcis-30615	100	14	the	the	DET
fcis-30615	100	15	senet	senet	NOUN
fcis-30615	100	16	channel	channel	NOUN
fcis-30615	100	17	attention	attention	NOUN
fcis-30615	100	18	mechanism	mechanism	NOUN
fcis-30615	100	19	,	,	PUNCT
fcis-30615	100	20	a	a	DET
fcis-30615	100	21	comparative	comparative	ADJ
fcis-30615	100	22	experiment	experiment	NOUN
fcis-30615	100	23	is	be	AUX
fcis-30615	100	24	conducted	conduct	VERB
fcis-30615	100	25	with	with	ADP
fcis-30615	100	26	deformable	deformable	ADJ
fcis-30615	100	27	attention	attention	NOUN
fcis-30615	100	28	(	(	PUNCT
fcis-30615	100	29	dat	dat	PROPN
fcis-30615	100	30	)	)	PUNCT
fcis-30615	100	31	,	,	PUNCT
fcis-30615	100	32	convolutional	convolutional	ADJ
fcis-30615	100	33	block	block	NOUN
fcis-30615	100	34	attention	attention	NOUN
fcis-30615	100	35	module	module	NOUN
fcis-30615	100	36	(	(	PUNCT
fcis-30615	100	37	cbam	cbam	NOUN
fcis-30615	100	38	)	)	PUNCT
fcis-30615	100	39	,	,	PUNCT
fcis-30615	100	40	and	and	CCONJ
fcis-30615	100	41	efficient	efficient	ADJ
fcis-30615	100	42	channel	channel	NOUN
fcis-30615	100	43	attention	attention	NOUN
fcis-30615	100	44	(	(	PUNCT
fcis-30615	100	45	eca	eca	NOUN
fcis-30615	100	46	)	)	PUNCT
fcis-30615	100	47	.	.	PUNCT
fcis-30615	101	1	results	result	NOUN
fcis-30615	101	2	are	be	AUX
fcis-30615	101	3	shown	show	VERB
fcis-30615	101	4	in	in	ADP
fcis-30615	101	5	table	table	NOUN
fcis-30615	101	6	4	4	NUM
fcis-30615	101	7	.	.	PUNCT
fcis-30615	101	8	table	table	NOUN
fcis-30615	101	9	4	4	NUM
fcis-30615	101	10	.	.	PUNCT
fcis-30615	101	11	training	training	NOUN
fcis-30615	101	12	results	result	NOUN
fcis-30615	101	13	of	of	ADP
fcis-30615	101	14	models	model	NOUN
fcis-30615	101	15	with	with	ADP
fcis-30615	101	16	different	different	ADJ
fcis-30615	101	17	attention	attention	NOUN
fcis-30615	101	18	mechanisms	mechanism	NOUN
fcis-30615	101	19	model	model	NOUN
fcis-30615	101	20	precision	precision	NOUN
fcis-30615	101	21	(	(	PUNCT
fcis-30615	101	22	p/%	p/%	PROPN
fcis-30615	101	23	)	)	PUNCT
fcis-30615	101	24	recall	recall	NOUN
fcis-30615	101	25	(	(	PUNCT
fcis-30615	101	26	r/%	r/%	PROPN
fcis-30615	101	27	)	)	PUNCT
fcis-30615	101	28	map/%	map/%	PROPN
fcis-30615	101	29	fps	fps	PROPN
fcis-30615	101	30	(	(	PUNCT
fcis-30615	101	31	frames	frames	PROPN
fcis-30615	101	32	/	/	SYM
fcis-30615	101	33	s	s	PART
fcis-30615	101	34	)	)	PUNCT
fcis-30615	101	35	dat	dat	PROPN
fcis-30615	101	36	87.8	87.8	NUM
fcis-30615	101	37	82.3	82.3	NUM
fcis-30615	101	38	87.2	87.2	NUM
fcis-30615	101	39	37.13	37.13	NUM
fcis-30615	101	40	cbam	cbam	NOUN
fcis-30615	101	41	86.4	86.4	NUM
fcis-30615	101	42	81.9	81.9	NUM
fcis-30615	101	43	86.4	86.4	NUM
fcis-30615	101	44	34.72	34.72	NUM
fcis-30615	101	45	eca	eca	NOUN
fcis-30615	101	46	87.5	87.5	NUM
fcis-30615	101	47	82.7	82.7	NUM
fcis-30615	101	48	87.5	87.5	NUM
fcis-30615	101	49	36.79	36.79	NUM
fcis-30615	101	50	proposed	propose	VERB
fcis-30615	101	51	88.8	88.8	NUM
fcis-30615	101	52	83.2	83.2	NUM
fcis-30615	101	53	88.1	88.1	NUM
fcis-30615	101	54	37.36	37.36	NUM
fcis-30615	101	55	experimental	experimental	ADJ
fcis-30615	101	56	results	result	NOUN
fcis-30615	101	57	demonstrate	demonstrate	VERB
fcis-30615	101	58	that	that	SCONJ
fcis-30615	101	59	senet	senet	NOUN
fcis-30615	101	60	achieves	achieve	VERB
fcis-30615	101	61	superior	superior	ADJ
fcis-30615	101	62	comprehensive	comprehensive	ADJ
fcis-30615	101	63	performance	performance	NOUN
fcis-30615	101	64	for	for	ADP
fcis-30615	101	65	cotton	cotton	NOUN
fcis-30615	101	66	pest	pest	NOUN
fcis-30615	101	67	and	and	CCONJ
fcis-30615	101	68	disease	disease	NOUN
fcis-30615	101	69	detection	detection	NOUN
fcis-30615	101	70	:	:	PUNCT
fcis-30615	101	71	accuracy	accuracy	NOUN
fcis-30615	101	72	:	:	PUNCT
fcis-30615	101	73	senet	senet	NOUN
fcis-30615	101	74	attains	attain	VERB
fcis-30615	101	75	the	the	DET
fcis-30615	101	76	highest	high	ADJ
fcis-30615	101	77	precision	precision	NOUN
fcis-30615	101	78	(	(	PUNCT
fcis-30615	101	79	88.8	88.8	NUM
fcis-30615	101	80	%	%	NOUN
fcis-30615	101	81	)	)	PUNCT
fcis-30615	101	82	,	,	PUNCT
fcis-30615	101	83	recall	recall	INTJ
fcis-30615	101	84	(	(	PUNCT
fcis-30615	101	85	83.2	83.2	NUM
fcis-30615	101	86	%	%	NOUN
fcis-30615	101	87	)	)	PUNCT
fcis-30615	101	88	,	,	PUNCT
fcis-30615	101	89	and	and	CCONJ
fcis-30615	101	90	map	map	VERB
fcis-30615	101	91	(	(	PUNCT
fcis-30615	101	92	88.1	88.1	NUM
fcis-30615	101	93	%	%	NOUN
fcis-30615	101	94	)	)	PUNCT
fcis-30615	101	95	,	,	PUNCT
fcis-30615	101	96	outperforming	outperform	VERB
fcis-30615	101	97	dat	dat	NOUN
fcis-30615	101	98	by	by	ADP
fcis-30615	101	99	1.0	1.0	NUM
fcis-30615	101	100	%	%	NOUN
fcis-30615	101	101	,	,	PUNCT
fcis-30615	101	102	0.9	0.9	NUM
fcis-30615	101	103	%	%	NOUN
fcis-30615	101	104	,	,	PUNCT
fcis-30615	101	105	and	and	CCONJ
fcis-30615	101	106	0.9	0.9	NUM
fcis-30615	101	107	%	%	NOUN
fcis-30615	101	108	,	,	PUNCT
fcis-30615	101	109	respectively	respectively	ADV
fcis-30615	101	110	.	.	PUNCT
fcis-30615	102	1	this	this	PRON
fcis-30615	102	2	validates	validate	VERB
fcis-30615	102	3	the	the	DET
fcis-30615	102	4	effectiveness	effectiveness	NOUN
fcis-30615	102	5	of	of	ADP
fcis-30615	102	6	channel	channel	NOUN
fcis-30615	102	7	attention	attention	NOUN
fcis-30615	102	8	in	in	ADP
fcis-30615	102	9	enhancing	enhance	VERB
fcis-30615	102	10	small	small	ADJ
fcis-30615	102	11	-	-	PUNCT
fcis-30615	102	12	target	target	NOUN
fcis-30615	102	13	features	feature	NOUN
fcis-30615	102	14	.	.	PUNCT
fcis-30615	103	1	speed	speed	NOUN
fcis-30615	103	2	:	:	PUNCT
fcis-30615	103	3	senet	senet	NOUN
fcis-30615	103	4	maintains	maintain	VERB
fcis-30615	103	5	real	real	ADJ
fcis-30615	103	6	-	-	PUNCT
fcis-30615	103	7	time	time	NOUN
fcis-30615	103	8	inference	inference	NOUN
fcis-30615	103	9	at	at	ADP
fcis-30615	103	10	37.36	37.36	NUM
fcis-30615	103	11	fps	fps	PROPN
fcis-30615	103	12	.	.	PUNCT
fcis-30615	104	1	while	while	SCONJ
fcis-30615	104	2	cbam	cbam	NOUN
fcis-30615	104	3	suffers	suffer	VERB
fcis-30615	104	4	from	from	ADP
fcis-30615	104	5	computational	computational	ADJ
fcis-30615	104	6	overhead	overhead	NOUN
fcis-30615	104	7	due	due	ADP
fcis-30615	104	8	to	to	ADP
fcis-30615	104	9	dual	dual	ADJ
fcis-30615	104	10	channel	channel	NOUN
fcis-30615	104	11	-	-	PUNCT
fcis-30615	104	12	spatial	spatial	ADJ
fcis-30615	104	13	attention	attention	NOUN
fcis-30615	104	14	,	,	PUNCT
fcis-30615	104	15	eca	eca	PROPN
fcis-30615	104	16	’s	’s	PART
fcis-30615	104	17	lightweight	lightweight	ADJ
fcis-30615	104	18	design	design	NOUN
fcis-30615	104	19	achieves	achieve	VERB
fcis-30615	104	20	36.79	36.79	NUM
fcis-30615	104	21	fps	fps	NOUN
fcis-30615	104	22	but	but	CCONJ
fcis-30615	104	23	lags	lag	VERB
fcis-30615	104	24	in	in	ADP
fcis-30615	104	25	map	map	NOUN
fcis-30615	104	26	(	(	PUNCT
fcis-30615	104	27	-0.6	-0.6	NOUN
fcis-30615	104	28	%	%	NOUN
fcis-30615	104	29	)	)	PUNCT
fcis-30615	104	30	,	,	PUNCT
fcis-30615	104	31	reflecting	reflect	VERB
fcis-30615	104	32	its	its	PRON
fcis-30615	104	33	limited	limited	ADJ
fcis-30615	104	34	global	global	ADJ
fcis-30615	104	35	modeling	modeling	NOUN
fcis-30615	104	36	capability	capability	NOUN
fcis-30615	104	37	.	.	PUNCT
fcis-30615	105	1	dat	dat	PROPN
fcis-30615	105	2	expands	expand	VERB
fcis-30615	105	3	receptive	receptive	ADJ
fcis-30615	105	4	fields	field	NOUN
fcis-30615	105	5	through	through	ADP
fcis-30615	105	6	deformable	deformable	ADJ
fcis-30615	105	7	attention	attention	NOUN
fcis-30615	105	8	but	but	CCONJ
fcis-30615	105	9	incurs	incur	VERB
fcis-30615	105	10	multi	multi	ADJ
fcis-30615	105	11	-	-	ADJ
fcis-30615	105	12	head	head	ADJ
fcis-30615	105	13	computational	computational	ADJ
fcis-30615	105	14	complexity	complexity	NOUN
fcis-30615	105	15	,	,	PUNCT
fcis-30615	105	16	constraining	constrain	VERB
fcis-30615	105	17	accuracy	accuracy	NOUN
fcis-30615	105	18	gains	gain	NOUN
fcis-30615	105	19	.	.	PUNCT
fcis-30615	106	1	overall	overall	ADV
fcis-30615	106	2	,	,	PUNCT
fcis-30615	106	3	senet	senet	NOUN
fcis-30615	106	4	optimally	optimally	ADV
fcis-30615	106	5	balances	balance	VERB
fcis-30615	106	6	feature	feature	NOUN
fcis-30615	106	7	enhancement	enhancement	NOUN
fcis-30615	106	8	and	and	CCONJ
fcis-30615	106	9	computational	computational	ADJ
fcis-30615	106	10	efficiency	efficiency	NOUN
fcis-30615	106	11	,	,	PUNCT
fcis-30615	106	12	proving	prove	VERB
fcis-30615	106	13	its	its	PRON
fcis-30615	106	14	suitability	suitability	NOUN
fcis-30615	106	15	for	for	ADP
fcis-30615	106	16	multiscale	multiscale	ADJ
fcis-30615	106	17	object	object	NOUN
fcis-30615	106	18	detection	detection	NOUN
fcis-30615	106	19	tasks	task	NOUN
fcis-30615	106	20	.	.	PUNCT
fcis-30615	107	1	(	(	PUNCT
fcis-30615	107	2	3	3	X
fcis-30615	107	3	)	)	PUNCT
fcis-30615	107	4	ablation	ablation	NOUN
fcis-30615	107	5	study	study	NOUN
fcis-30615	107	6	to	to	PART
fcis-30615	107	7	evaluate	evaluate	VERB
fcis-30615	107	8	the	the	DET
fcis-30615	107	9	contribution	contribution	NOUN
fcis-30615	107	10	of	of	ADP
fcis-30615	107	11	each	each	DET
fcis-30615	107	12	proposed	propose	VERB
fcis-30615	107	13	module	module	NOUN
fcis-30615	107	14	,	,	PUNCT
fcis-30615	107	15	ablation	ablation	NOUN
fcis-30615	107	16	experiments	experiment	NOUN
fcis-30615	107	17	are	be	AUX
fcis-30615	107	18	conducted	conduct	VERB
fcis-30615	107	19	by	by	ADP
fcis-30615	107	20	incrementally	incrementally	ADV
fcis-30615	107	21	adding	add	VERB
fcis-30615	107	22	tfe	tfe	NOUN
fcis-30615	107	23	,	,	PUNCT
fcis-30615	107	24	ssff	ssff	PROPN
fcis-30615	107	25	,	,	PUNCT
fcis-30615	107	26	sdi	sdi	X
fcis-30615	107	27	,	,	PUNCT
fcis-30615	107	28	and	and	CCONJ
fcis-30615	107	29	senet	senet	NOUN
fcis-30615	107	30	to	to	ADP
fcis-30615	107	31	the	the	DET
fcis-30615	107	32	baseline	baseline	ADJ
fcis-30615	107	33	yolov8n	yolov8n	NOUN
fcis-30615	107	34	.	.	PUNCT
fcis-30615	108	1	results	result	NOUN
fcis-30615	108	2	are	be	AUX
fcis-30615	108	3	shown	show	VERB
fcis-30615	108	4	in	in	ADP
fcis-30615	108	5	table	table	NOUN
fcis-30615	108	6	5	5	NUM
fcis-30615	108	7	.	.	PUNCT
fcis-30615	108	8	table	table	NOUN
fcis-30615	108	9	5	5	NUM
fcis-30615	108	10	.	.	PUNCT
fcis-30615	108	11	ablation	ablation	NOUN
fcis-30615	108	12	study	study	NOUN
fcis-30615	108	13	results	result	VERB
fcis-30615	108	14	exp	exp	PROPN
fcis-30615	108	15	.	.	PUNCT
fcis-30615	109	1	tfe	tfe	PROPN
fcis-30615	109	2	ssff	ssff	PROPN
fcis-30615	109	3	sdi	sdi	PROPN
fcis-30615	109	4	senet	senet	NOUN
fcis-30615	109	5	map/%	map/%	PROPN
fcis-30615	109	6	1	1	NUM
fcis-30615	109	7	—	—	PUNCT
fcis-30615	109	8	—	—	PUNCT
fcis-30615	109	9	—	—	PUNCT
fcis-30615	109	10	—	—	PUNCT
fcis-30615	109	11	86.5	86.5	NUM
fcis-30615	109	12	2	2	NUM
fcis-30615	109	13	√	√	NUM
fcis-30615	109	14	—	—	PUNCT
fcis-30615	109	15	—	—	PUNCT
fcis-30615	109	16	—	—	PUNCT
fcis-30615	109	17	87.1	87.1	NUM
fcis-30615	109	18	3	3	NUM
fcis-30615	109	19	√	√	NUM
fcis-30615	109	20	√	√	NUM
fcis-30615	109	21	—	—	PUNCT
fcis-30615	109	22	—	—	PUNCT
fcis-30615	109	23	87.3	87.3	NUM
fcis-30615	109	24	4	4	NUM
fcis-30615	109	25	√	√	NOUN
fcis-30615	109	26	√	√	NUM
fcis-30615	109	27	√	√	NUM
fcis-30615	109	28	—	—	PUNCT
fcis-30615	109	29	87.5	87.5	NUM
fcis-30615	109	30	5	5	NUM
fcis-30615	109	31	√	√	NOUN
fcis-30615	109	32	√	√	NUM
fcis-30615	109	33	√	√	NUM
fcis-30615	109	34	√	√	PROPN
fcis-30615	109	35	88.1	88.1	NUM
fcis-30615	109	36	note	note	NOUN
fcis-30615	109	37	:	:	PUNCT
fcis-30615	109	38	"	"	PUNCT
fcis-30615	109	39	√	√	VERB
fcis-30615	109	40	"	"	PUNCT
fcis-30615	109	41	indicates	indicate	VERB
fcis-30615	109	42	the	the	DET
fcis-30615	109	43	use	use	NOUN
fcis-30615	109	44	of	of	ADP
fcis-30615	109	45	this	this	DET
fcis-30615	109	46	module;"−	module;"−	PROPN
fcis-30615	109	47	"	"	PUNCT
fcis-30615	109	48	indicates	indicate	VERB
fcis-30615	109	49	that	that	SCONJ
fcis-30615	109	50	this	this	DET
fcis-30615	109	51	module	module	NOUN
fcis-30615	109	52	is	be	AUX
fcis-30615	109	53	not	not	PART
fcis-30615	109	54	used	use	VERB
fcis-30615	109	55	.	.	PUNCT
fcis-30615	110	1	the	the	DET
fcis-30615	110	2	ablation	ablation	NOUN
fcis-30615	110	3	study	study	NOUN
fcis-30615	110	4	results	result	NOUN
fcis-30615	110	5	demonstrate	demonstrate	VERB
fcis-30615	110	6	that	that	SCONJ
fcis-30615	110	7	each	each	DET
fcis-30615	110	8	module	module	NOUN
fcis-30615	110	9	contributes	contribute	VERB
fcis-30615	110	10	progressively	progressively	ADV
fcis-30615	110	11	to	to	PART
fcis-30615	110	12	model	model	VERB
fcis-30615	110	13	performance	performance	NOUN
fcis-30615	110	14	enhancement	enhancement	NOUN
fcis-30615	110	15	.	.	PUNCT
fcis-30615	111	1	the	the	DET
fcis-30615	111	2	baseline	baseline	PROPN
fcis-30615	111	3	model	model	NOUN
fcis-30615	111	4	achieves	achieve	VERB
fcis-30615	111	5	a	a	DET
fcis-30615	111	6	map	map	NOUN
fcis-30615	111	7	of	of	ADP
fcis-30615	111	8	86.5	86.5	NUM
fcis-30615	111	9	%	%	NOUN
fcis-30615	111	10	.	.	PUNCT
fcis-30615	112	1	after	after	ADP
fcis-30615	112	2	introducing	introduce	VERB
fcis-30615	112	3	the	the	DET
fcis-30615	112	4	tfe	tfe	NOUN
fcis-30615	112	5	module	module	NOUN
fcis-30615	112	6	,	,	PUNCT
fcis-30615	112	7	the	the	DET
fcis-30615	112	8	map	map	NOUN
fcis-30615	112	9	increases	increase	VERB
fcis-30615	112	10	by	by	ADP
fcis-30615	112	11	0.6	0.6	NUM
fcis-30615	112	12	%	%	NOUN
fcis-30615	112	13	to	to	ADP
fcis-30615	112	14	87.1	87.1	NUM
fcis-30615	112	15	%	%	NOUN
fcis-30615	112	16	,	,	PUNCT
fcis-30615	112	17	validating	validate	VERB
fcis-30615	112	18	the	the	DET
fcis-30615	112	19	effectiveness	effectiveness	NOUN
fcis-30615	112	20	of	of	ADP
fcis-30615	112	21	triple	triple	ADJ
fcis-30615	112	22	feature	feature	NOUN
fcis-30615	112	23	encoding	encoding	NOUN
fcis-30615	112	24	in	in	ADP
fcis-30615	112	25	enhancing	enhance	VERB
fcis-30615	112	26	the	the	DET
fcis-30615	112	27	representation	representation	NOUN
fcis-30615	112	28	of	of	ADP
fcis-30615	112	29	small	small	ADJ
fcis-30615	112	30	targets	target	NOUN
fcis-30615	112	31	through	through	ADP
fcis-30615	112	32	crossscale	crossscale	ADJ
fcis-30615	112	33	concatenation	concatenation	NOUN
fcis-30615	112	34	.	.	PUNCT
fcis-30615	113	1	the	the	DET
fcis-30615	113	2	subsequent	subsequent	ADJ
fcis-30615	113	3	addition	addition	NOUN
fcis-30615	113	4	of	of	ADP
fcis-30615	113	5	the	the	DET
fcis-30615	113	6	ssff	ssff	NOUN
fcis-30615	113	7	module	module	NOUN
fcis-30615	113	8	yields	yield	VERB
fcis-30615	113	9	a	a	DET
fcis-30615	113	10	marginal	marginal	ADJ
fcis-30615	113	11	map	map	NOUN
fcis-30615	113	12	improvement	improvement	NOUN
fcis-30615	113	13	of	of	ADP
fcis-30615	113	14	0.2	0.2	NUM
fcis-30615	113	15	%	%	NOUN
fcis-30615	113	16	,	,	PUNCT
fcis-30615	113	17	indicating	indicate	VERB
fcis-30615	113	18	that	that	SCONJ
fcis-30615	113	19	standalone	standalone	ADJ
fcis-30615	113	20	multi	multi	ADJ
fcis-30615	113	21	-	-	ADJ
fcis-30615	113	22	scale	scale	ADJ
fcis-30615	113	23	feature	feature	NOUN
fcis-30615	113	24	fusion	fusion	NOUN
fcis-30615	113	25	has	have	VERB
fcis-30615	113	26	limited	limit	VERB
fcis-30615	113	27	impact	impact	NOUN
fcis-30615	113	28	on	on	ADP
fcis-30615	113	29	accuracy	accuracy	NOUN
fcis-30615	113	30	and	and	CCONJ
fcis-30615	113	31	requires	require	VERB
fcis-30615	113	32	synergistic	synergistic	ADJ
fcis-30615	113	33	integration	integration	NOUN
fcis-30615	113	34	with	with	ADP
fcis-30615	113	35	other	other	ADJ
fcis-30615	113	36	modules	module	NOUN
fcis-30615	113	37	.	.	PUNCT
fcis-30615	114	1	replacing	replace	VERB
fcis-30615	114	2	the	the	DET
fcis-30615	114	3	standard	standard	ADJ
fcis-30615	114	4	concat	concat	NOUN
fcis-30615	114	5	operation	operation	NOUN
fcis-30615	114	6	with	with	ADP
fcis-30615	114	7	the	the	DET
fcis-30615	114	8	sdi	sdi	PROPN
fcis-30615	114	9	module	module	NOUN
fcis-30615	114	10	further	far	ADV
fcis-30615	114	11	boosts	boost	VERB
fcis-30615	114	12	the	the	DET
fcis-30615	114	13	map	map	NOUN
fcis-30615	114	14	by	by	ADP
fcis-30615	114	15	0.2	0.2	NUM
fcis-30615	114	16	%	%	NOUN
fcis-30615	114	17	to	to	ADP
fcis-30615	114	18	87.5	87.5	NUM
fcis-30615	114	19	%	%	NOUN
fcis-30615	114	20	,	,	PUNCT
fcis-30615	114	21	proving	prove	VERB
fcis-30615	114	22	that	that	SCONJ
fcis-30615	114	23	multi	multi	ADJ
fcis-30615	114	24	-	-	ADJ
fcis-30615	114	25	level	level	ADJ
fcis-30615	114	26	feature	feature	NOUN
fcis-30615	114	27	fusion	fusion	NOUN
fcis-30615	114	28	optimizes	optimize	VERB
fcis-30615	114	29	cross	cross	ADJ
fcis-30615	114	30	-	-	ADJ
fcis-30615	114	31	hierarchical	hierarchical	ADJ
fcis-30615	114	32	information	information	NOUN
fcis-30615	114	33	interaction	interaction	NOUN
fcis-30615	114	34	.	.	PUNCT
fcis-30615	115	1	finally	finally	ADV
fcis-30615	115	2	,	,	PUNCT
fcis-30615	115	3	integrating	integrate	VERB
fcis-30615	115	4	senet	senet	NOUN
fcis-30615	115	5	elevates	elevate	VERB
fcis-30615	115	6	the	the	DET
fcis-30615	115	7	map	map	NOUN
fcis-30615	115	8	to	to	ADP
fcis-30615	115	9	88.1	88.1	NUM
fcis-30615	115	10	%	%	NOUN
fcis-30615	115	11	,	,	PUNCT
fcis-30615	115	12	a	a	DET
fcis-30615	115	13	0.6	0.6	NUM
fcis-30615	115	14	%	%	NOUN
fcis-30615	115	15	gain	gain	NOUN
fcis-30615	115	16	over	over	ADP
fcis-30615	115	17	experiment	experiment	NOUN
fcis-30615	115	18	4	4	NUM
fcis-30615	115	19	,	,	PUNCT
fcis-30615	115	20	highlighting	highlight	VERB
fcis-30615	115	21	the	the	DET
fcis-30615	115	22	critical	critical	ADJ
fcis-30615	115	23	role	role	NOUN
fcis-30615	115	24	of	of	ADP
fcis-30615	115	25	the	the	DET
fcis-30615	115	26	channel	channel	NOUN
fcis-30615	115	27	attention	attention	NOUN
fcis-30615	115	28	mechanism	mechanism	NOUN
fcis-30615	115	29	in	in	ADP
fcis-30615	115	30	feature	feature	NOUN
fcis-30615	115	31	weight	weight	NOUN
fcis-30615	115	32	recalibration	recalibration	NOUN
fcis-30615	115	33	.	.	PUNCT
fcis-30615	116	1	overall	overall	ADJ
fcis-30615	116	2	,	,	PUNCT
fcis-30615	116	3	tfe	tfe	NOUN
fcis-30615	116	4	and	and	CCONJ
fcis-30615	116	5	senet	senet	PROPN
fcis-30615	116	6	deliver	deliver	VERB
fcis-30615	116	7	the	the	DET
fcis-30615	116	8	most	most	ADV
fcis-30615	116	9	significant	significant	ADJ
fcis-30615	116	10	gains	gain	NOUN
fcis-30615	116	11	,	,	PUNCT
fcis-30615	116	12	underscoring	underscore	VERB
fcis-30615	116	13	the	the	DET
fcis-30615	116	14	importance	importance	NOUN
fcis-30615	116	15	of	of	ADP
fcis-30615	116	16	feature	feature	NOUN
fcis-30615	116	17	encoding	encoding	NOUN
fcis-30615	116	18	and	and	CCONJ
fcis-30615	116	19	attention	attention	NOUN
fcis-30615	116	20	mechanisms	mechanism	NOUN
fcis-30615	116	21	for	for	ADP
fcis-30615	116	22	model	model	NOUN
fcis-30615	116	23	optimization	optimization	NOUN
fcis-30615	116	24	.	.	PUNCT
fcis-30615	117	1	the	the	DET
fcis-30615	117	2	combined	combine	VERB
fcis-30615	117	3	application	application	NOUN
fcis-30615	117	4	of	of	ADP
fcis-30615	117	5	ssff	ssff	PROPN
fcis-30615	117	6	and	and	CCONJ
fcis-30615	117	7	sdi	sdi	PROPN
fcis-30615	117	8	establishes	establish	VERB
fcis-30615	117	9	a	a	DET
fcis-30615	117	10	stable	stable	ADJ
fcis-30615	117	11	multi	multi	ADJ
fcis-30615	117	12	-	-	ADJ
fcis-30615	117	13	scale	scale	ADJ
fcis-30615	117	14	feature	feature	NOUN
fcis-30615	117	15	enhancement	enhancement	NOUN
fcis-30615	117	16	pipeline	pipeline	NOUN
fcis-30615	117	17	.	.	PUNCT
fcis-30615	118	1	the	the	DET
fcis-30615	118	2	nonlinear	nonlinear	ADJ
fcis-30615	118	3	cumulative	cumulative	ADJ
fcis-30615	118	4	effects	effect	NOUN
fcis-30615	118	5	of	of	ADP
fcis-30615	118	6	module	module	NOUN
fcis-30615	118	7	integration	integration	NOUN
fcis-30615	118	8	emphasize	emphasize	VERB
fcis-30615	118	9	the	the	DET
fcis-30615	118	10	necessity	necessity	NOUN
fcis-30615	118	11	of	of	ADP
fcis-30615	118	12	functional	functional	ADJ
fcis-30615	118	13	complementarity	complementarity	NOUN
fcis-30615	118	14	among	among	ADP
fcis-30615	118	15	components	component	NOUN
fcis-30615	118	16	during	during	ADP
fcis-30615	118	17	model	model	NOUN
fcis-30615	118	18	refinement	refinement	NOUN
fcis-30615	118	19	.	.	PUNCT
fcis-30615	119	1	5	5	X
fcis-30615	119	2	.	.	X
fcis-30615	119	3	conclusion	conclusion	NOUN
fcis-30615	119	4	this	this	DET
fcis-30615	119	5	paper	paper	NOUN
fcis-30615	119	6	addresses	address	VERB
fcis-30615	119	7	the	the	DET
fcis-30615	119	8	challenge	challenge	NOUN
fcis-30615	119	9	of	of	ADP
fcis-30615	119	10	small	small	ADJ
fcis-30615	119	11	target	target	NOUN
fcis-30615	119	12	detection	detection	NOUN
fcis-30615	119	13	in	in	ADP
fcis-30615	119	14	cotton	cotton	NOUN
fcis-30615	119	15	pest	pest	NOUN
fcis-30615	119	16	and	and	CCONJ
fcis-30615	119	17	disease	disease	NOUN
fcis-30615	119	18	monitoring	monitoring	NOUN
fcis-30615	119	19	by	by	ADP
fcis-30615	119	20	proposing	propose	VERB
fcis-30615	119	21	an	an	DET
fcis-30615	119	22	improved	improved	ADJ
fcis-30615	119	23	yolov8n	yolov8n	NOUN
fcis-30615	119	24	-	-	PUNCT
fcis-30615	119	25	based	base	VERB
fcis-30615	119	26	model	model	NOUN
fcis-30615	119	27	.	.	PUNCT
fcis-30615	120	1	by	by	ADP
fcis-30615	120	2	integrating	integrate	VERB
fcis-30615	120	3	multi	multi	ADJ
fcis-30615	120	4	-	-	ADJ
fcis-30615	120	5	scale	scale	ADJ
fcis-30615	120	6	feature	feature	NOUN
fcis-30615	120	7	fusion	fusion	NOUN
fcis-30615	120	8	and	and	CCONJ
fcis-30615	120	9	channel	channel	NOUN
fcis-30615	120	10	attention	attention	NOUN
fcis-30615	120	11	mechanisms	mechanism	NOUN
fcis-30615	120	12	,	,	PUNCT
fcis-30615	120	13	the	the	DET
fcis-30615	120	14	detection	detection	NOUN
fcis-30615	120	15	performance	performance	NOUN
fcis-30615	120	16	in	in	ADP
fcis-30615	120	17	complex	complex	ADJ
fcis-30615	120	18	field	field	NOUN
fcis-30615	120	19	environments	environment	NOUN
fcis-30615	120	20	is	be	AUX
fcis-30615	120	21	significantly	significantly	ADV
fcis-30615	120	22	enhanced	enhance	VERB
fcis-30615	120	23	.	.	PUNCT
fcis-30615	121	1	experimental	experimental	ADJ
fcis-30615	121	2	results	result	NOUN
fcis-30615	121	3	demonstrate	demonstrate	VERB
fcis-30615	121	4	that	that	SCONJ
fcis-30615	121	5	the	the	DET
fcis-30615	121	6	improved	improved	ADJ
fcis-30615	121	7	model	model	NOUN
fcis-30615	121	8	outperforms	outperform	VERB
fcis-30615	121	9	existing	exist	VERB
fcis-30615	121	10	methods	method	NOUN
fcis-30615	121	11	in	in	ADP
fcis-30615	121	12	precision	precision	NOUN
fcis-30615	121	13	(	(	PUNCT
fcis-30615	121	14	88.8	88.8	NUM
fcis-30615	121	15	%	%	NOUN
fcis-30615	121	16	)	)	PUNCT
fcis-30615	121	17	,	,	PUNCT
fcis-30615	121	18	recall	recall	INTJ
fcis-30615	121	19	(	(	PUNCT
fcis-30615	121	20	83.2	83.2	NUM
fcis-30615	121	21	%	%	NOUN
fcis-30615	121	22	)	)	PUNCT
fcis-30615	121	23	,	,	PUNCT
fcis-30615	121	24	and	and	CCONJ
fcis-30615	121	25	mean	mean	VERB
fcis-30615	121	26	average	average	ADJ
fcis-30615	121	27	precision	precision	NOUN
fcis-30615	121	28	(	(	PUNCT
fcis-30615	121	29	88.1	88.1	NUM
fcis-30615	121	30	%	%	NOUN
fcis-30615	121	31	)	)	PUNCT
fcis-30615	121	32	,	,	PUNCT
fcis-30615	121	33	while	while	SCONJ
fcis-30615	121	34	maintaining	maintain	VERB
fcis-30615	121	35	high	high	ADJ
fcis-30615	121	36	real	real	ADJ
fcis-30615	121	37	-	-	PUNCT
fcis-30615	121	38	time	time	NOUN
fcis-30615	121	39	efficiency	efficiency	NOUN
fcis-30615	121	40	.	.	PUNCT
fcis-30615	122	1	future	future	ADJ
fcis-30615	122	2	work	work	NOUN
fcis-30615	122	3	will	will	AUX
fcis-30615	122	4	focus	focus	VERB
fcis-30615	122	5	on	on	ADP
fcis-30615	122	6	optimizing	optimize	VERB
fcis-30615	122	7	few	few	ADJ
fcis-30615	122	8	-	-	PUNCT
fcis-30615	122	9	shot	shot	NOUN
fcis-30615	122	10	learning	learning	NOUN
fcis-30615	122	11	and	and	CCONJ
fcis-30615	122	12	model	model	VERB
fcis-30615	122	13	interpretability	interpretability	NOUN
fcis-30615	122	14	to	to	PART
fcis-30615	122	15	further	far	ADV
fcis-30615	122	16	improve	improve	VERB
fcis-30615	122	17	generalization	generalization	NOUN
fcis-30615	122	18	and	and	CCONJ
fcis-30615	122	19	practical	practical	ADJ
fcis-30615	122	20	applicability	applicability	NOUN
fcis-30615	122	21	.	.	PUNCT
fcis-30615	123	1	acknowledgments	acknowledgment	NOUN
fcis-30615	123	2	this	this	DET
fcis-30615	123	3	research	research	NOUN
fcis-30615	123	4	did	do	AUX
fcis-30615	123	5	not	not	PART
fcis-30615	123	6	receive	receive	VERB
fcis-30615	123	7	any	any	DET
fcis-30615	123	8	specific	specific	ADJ
fcis-30615	123	9	grant	grant	NOUN
fcis-30615	123	10	from	from	ADP
fcis-30615	123	11	funding	fund	VERB
fcis-30615	123	12	agencies	agency	NOUN
fcis-30615	123	13	in	in	ADP
fcis-30615	123	14	the	the	DET
fcis-30615	123	15	public	public	ADJ
fcis-30615	123	16	,	,	PUNCT
fcis-30615	123	17	commercial	commercial	ADJ
fcis-30615	123	18	,	,	PUNCT
fcis-30615	123	19	or	or	CCONJ
fcis-30615	123	20	not	not	PART
fcis-30615	123	21	-	-	PUNCT
fcis-30615	123	22	for	for	ADP
fcis-30615	123	23	-	-	PUNCT
fcis-30615	123	24	profit	profit	NOUN
fcis-30615	123	25	sectors	sector	NOUN
fcis-30615	123	26	.	.	PUNCT
fcis-30615	124	1	references	reference	NOUN
fcis-30615	124	2	[	[	X
fcis-30615	124	3	1	1	X
fcis-30615	124	4	]	]	PUNCT
fcis-30615	124	5	wang	wang	PROPN
fcis-30615	124	6	xiangyu	xiangyu	PROPN
fcis-30615	124	7	,	,	PUNCT
fcis-30615	124	8	wen	wen	PROPN
fcis-30615	124	9	haojie	haojie	PROPN
fcis-30615	124	10	,	,	PUNCT
fcis-30615	124	11	li	li	PROPN
fcis-30615	124	12	xinxing	xinxing	PROPN
fcis-30615	124	13	,	,	PUNCT
fcis-30615	124	14	et	et	PROPN
fcis-30615	124	15	al	al	PROPN
fcis-30615	124	16	.	.	PUNCT
fcis-30615	125	1	research	research	NOUN
fcis-30615	125	2	progress	progress	NOUN
fcis-30615	125	3	analysis	analysis	NOUN
fcis-30615	125	4	of	of	ADP
fcis-30615	125	5	mainly	mainly	ADV
fcis-30615	125	6	agricultural	agricultural	ADJ
fcis-30615	125	7	diseases	disease	NOUN
fcis-30615	125	8	detection	detection	NOUN
fcis-30615	125	9	and	and	CCONJ
fcis-30615	125	10	early	early	ADJ
fcis-30615	125	11	warning	warn	VERB
fcis-30615	125	12	technologies[j	technologies[j	PROPN
fcis-30615	125	13	]	]	PUNCT
fcis-30615	125	14	.	.	PUNCT
fcis-30615	126	1	transactions	transaction	NOUN
fcis-30615	126	2	of	of	ADP
fcis-30615	126	3	the	the	DET
fcis-30615	126	4	chinese	chinese	ADJ
fcis-30615	126	5	society	society	NOUN
fcis-30615	126	6	for	for	ADP
fcis-30615	126	7	agricultural	agricultural	ADJ
fcis-30615	126	8	machinery	machinery	NOUN
fcis-30615	126	9	,	,	PUNCT
fcis-30615	126	10	2016	2016	NUM
fcis-30615	126	11	,	,	PUNCT
fcis-30615	126	12	47(9	47(9	NOUN
fcis-30615	126	13	):	):	PUNCT
fcis-30615	126	14	266	266	NUM
fcis-30615	126	15	-	-	SYM
fcis-30615	126	16	277	277	NUM
fcis-30615	126	17	.	.	PUNCT
fcis-30615	127	1	(	(	PUNCT
fcis-30615	127	2	in	in	ADP
fcis-30615	127	3	chinese	chinese	PROPN
fcis-30615	127	4	with	with	ADP
fcis-30615	127	5	english	english	ADJ
fcis-30615	127	6	abstract	abstract	NOUN
fcis-30615	127	7	)	)	PUNCT
fcis-30615	127	8	.	.	PUNCT
fcis-30615	128	1	[	[	X
fcis-30615	128	2	2	2	X
fcis-30615	128	3	]	]	X
fcis-30615	128	4	redmon	redmon	PROPN
fcis-30615	128	5	j	j	PROPN
fcis-30615	128	6	,	,	PUNCT
fcis-30615	128	7	farhadi	farhadi	PROPN
fcis-30615	128	8	a.	a.	PROPN
fcis-30615	128	9	yolov3	yolov3	PROPN
fcis-30615	128	10	:	:	PUNCT
fcis-30615	129	1	an	an	DET
fcis-30615	129	2	incremental	incremental	ADJ
fcis-30615	129	3	improvement	improvement	NOUN
fcis-30615	129	4	[	[	X
fcis-30615	129	5	j	j	X
fcis-30615	129	6	]	]	X
fcis-30615	129	7	.	.	PUNCT
fcis-30615	130	1	arxiv	arxiv	PROPN
fcis-30615	130	2	preprint	preprint	NOUN
fcis-30615	130	3	arxiv:1804.02767,2018	arxiv:1804.02767,2018	PROPN
fcis-30615	130	4	.	.	PUNCT
fcis-30615	131	1	[	[	X
fcis-30615	131	2	3	3	NUM
fcis-30615	131	3	]	]	X
fcis-30615	131	4	bochkovskiy	bochkovskiy	X
fcis-30615	131	5	a	a	PRON
fcis-30615	131	6	,	,	PUNCT
fcis-30615	131	7	wang	wang	PROPN
fcis-30615	131	8	c	c	PROPN
fcis-30615	131	9	y	y	PROPN
fcis-30615	131	10	,	,	PUNCT
fcis-30615	131	11	liao	liao	PROPN
fcis-30615	131	12	h	h	PROPN
fcis-30615	131	13	y	y	PROPN
fcis-30615	131	14	m.	m.	PROPN
fcis-30615	131	15	yolov4	yolov4	PROPN
fcis-30615	131	16	:	:	PUNCT
fcis-30615	131	17	optimal	optimal	ADJ
fcis-30615	131	18	speed	speed	NOUN
fcis-30615	131	19	and	and	CCONJ
fcis-30615	131	20	accuracy	accuracy	NOUN
fcis-30615	131	21	of	of	ADP
fcis-30615	131	22	object	object	NOUN
fcis-30615	131	23	detection[j	detection[j	PROPN
fcis-30615	131	24	]	]	PUNCT
fcis-30615	131	25	.	.	PUNCT
fcis-30615	132	1	arxiv	arxiv	PROPN
fcis-30615	132	2	preprint	preprint	NOUN
fcis-30615	132	3	arxiv:2004.10934	arxiv:2004.10934	NOUN
fcis-30615	132	4	,	,	PUNCT
fcis-30615	132	5	2020	2020	NUM
fcis-30615	132	6	.	.	PUNCT
fcis-30615	133	1	[	[	X
fcis-30615	133	2	4	4	NUM
fcis-30615	133	3	]	]	X
fcis-30615	133	4	zou	zou	PROPN
fcis-30615	133	5	x	x	PROPN
fcis-30615	133	6	,	,	PUNCT
fcis-30615	133	7	ww	ww	PROPN
fcis-30615	133	8	z	z	PROPN
fcis-30615	133	9	,	,	PUNCT
fcis-30615	133	10	zhou	zhou	PROPN
fcis-30615	133	11	w	w	PROPN
fcis-30615	133	12	,	,	PUNCT
fcis-30615	133	13	et	et	PROPN
fcis-30615	133	14	al	al	PROPN
fcis-30615	133	15	.	.	PROPN
fcis-30615	133	16	yolox	yolox	PROPN
fcis-30615	133	17	-	-	PUNCT
fcis-30615	133	18	pai	pai	PROPN
fcis-30615	133	19	:	:	PUNCT
fcis-30615	133	20	an	an	DET
fcis-30615	133	21	improved	improved	ADJ
fcis-30615	133	22	yolox	yolox	NOUN
fcis-30615	133	23	,	,	PUNCT
fcis-30615	133	24	stronger	strong	ADJ
fcis-30615	133	25	and	and	CCONJ
fcis-30615	133	26	faster	fast	ADV
fcis-30615	133	27	than	than	ADP
fcis-30615	133	28	yolov6[j	yolov6[j	PROPN
fcis-30615	133	29	]	]	PUNCT
fcis-30615	133	30	.	.	PUNCT
fcis-30615	134	1	arxiv	arxiv	PROPN
fcis-30615	134	2	preprintar	preprintar	PROPN
fcis-30615	134	3	xiv	xiv	PROPN
fcis-30615	134	4	:	:	PUNCT
fcis-30615	135	1	2208.13040,2022	2208.13040,2022	NUM
fcis-30615	135	2	.	.	PUNCT
fcis-30615	135	3	109	109	NUM
fcis-30615	136	1	[	[	SYM
fcis-30615	136	2	5	5	NUM
fcis-30615	136	3	]	]	SYM
fcis-30615	136	4	li	li	PROPN
fcis-30615	136	5	z	z	PROPN
fcis-30615	136	6	,	,	PUNCT
fcis-30615	136	7	guo	guo	PROPN
fcis-30615	136	8	r	r	PROPN
fcis-30615	136	9	,	,	PUNCT
fcis-30615	136	10	li	li	PROPN
fcis-30615	136	11	m	m	PROPN
fcis-30615	136	12	,	,	PUNCT
fcis-30615	136	13	et	et	PROPN
fcis-30615	136	14	al	al	PROPN
fcis-30615	136	15	.	.	PUNCT
fcis-30615	137	1	a	a	DET
fcis-30615	137	2	review	review	NOUN
fcis-30615	137	3	of	of	ADP
fcis-30615	137	4	computer	computer	NOUN
fcis-30615	137	5	vision	vision	NOUN
fcis-30615	137	6	technologies	technology	NOUN
fcis-30615	137	7	for	for	ADP
fcis-30615	137	8	plant	plant	NOUN
fcis-30615	137	9	phenotyping[j	phenotyping[j	NOUN
fcis-30615	137	10	]	]	PUNCT
fcis-30615	137	11	.	.	PUNCT
fcis-30615	138	1	computers	computer	NOUN
fcis-30615	138	2	and	and	CCONJ
fcis-30615	138	3	electronics	electronic	NOUN
fcis-30615	138	4	in	in	ADP
fcis-30615	138	5	agriculture	agriculture	NOUN
fcis-30615	138	6	,	,	PUNCT
fcis-30615	138	7	2020	2020	NUM
fcis-30615	138	8	,	,	PUNCT
fcis-30615	138	9	176	176	NUM
fcis-30615	138	10	:	:	SYM
fcis-30615	138	11	105672	105672	NUM
fcis-30615	138	12	.	.	PUNCT
fcis-30615	139	1	[	[	X
fcis-30615	139	2	6	6	NUM
fcis-30615	139	3	]	]	PUNCT
fcis-30615	139	4	mohanty	mohanty	PROPN
fcis-30615	139	5	s	s	PROPN
fcis-30615	139	6	p	p	NOUN
fcis-30615	139	7	,	,	PUNCT
fcis-30615	139	8	hughes	hughes	PROPN
fcis-30615	139	9	d	d	PROPN
fcis-30615	139	10	p	p	PROPN
fcis-30615	139	11	,	,	PUNCT
fcis-30615	139	12	salathé	salathé	ADJ
fcis-30615	139	13	m.	m.	NOUN
fcis-30615	139	14	using	use	VERB
fcis-30615	139	15	deep	deep	ADJ
fcis-30615	139	16	learning	learning	NOUN
fcis-30615	139	17	for	for	ADP
fcis-30615	139	18	image	image	NOUN
fcis-30615	139	19	-	-	PUNCT
fcis-30615	139	20	based	base	VERB
fcis-30615	139	21	plant	plant	NOUN
fcis-30615	139	22	disease	disease	NOUN
fcis-30615	139	23	detection[j	detection[j	PROPN
fcis-30615	139	24	]	]	PUNCT
fcis-30615	139	25	.	.	PUNCT
fcis-30615	139	26	frontiers	frontier	NOUN
fcis-30615	139	27	in	in	ADP
fcis-30615	139	28	plant	plant	NOUN
fcis-30615	139	29	science	science	NOUN
fcis-30615	139	30	,	,	PUNCT
fcis-30615	139	31	2016	2016	NUM
fcis-30615	139	32	,	,	PUNCT
fcis-30615	139	33	7	7	NUM
fcis-30615	139	34	:	:	SYM
fcis-30615	139	35	215232	215232	NUM
fcis-30615	139	36	.	.	PUNCT
fcis-30615	140	1	[	[	X
fcis-30615	140	2	7	7	X
fcis-30615	140	3	]	]	PUNCT
fcis-30615	140	4	ferentinos	ferentinos	ADV
fcis-30615	140	5	k	k	PROPN
fcis-30615	141	1	p.	p.	PROPN
fcis-30615	141	2	deep	deep	ADJ
fcis-30615	141	3	learning	learning	NOUN
fcis-30615	141	4	models	model	NOUN
fcis-30615	141	5	for	for	ADP
fcis-30615	141	6	plant	plant	NOUN
fcis-30615	141	7	disease	disease	NOUN
fcis-30615	141	8	detection	detection	NOUN
fcis-30615	141	9	and	and	CCONJ
fcis-30615	141	10	diagnosis[j	diagnosis[j	NOUN
fcis-30615	141	11	]	]	PUNCT
fcis-30615	141	12	.	.	PUNCT
fcis-30615	142	1	computers	computer	NOUN
fcis-30615	142	2	and	and	CCONJ
fcis-30615	142	3	electronics	electronic	NOUN
fcis-30615	142	4	in	in	ADP
fcis-30615	142	5	agriculture	agriculture	NOUN
fcis-30615	142	6	,	,	PUNCT
fcis-30615	142	7	2018	2018	NUM
fcis-30615	142	8	,	,	PUNCT
fcis-30615	142	9	145	145	NUM
fcis-30615	142	10	:	:	PUNCT
fcis-30615	142	11	311	311	NUM
fcis-30615	142	12	-	-	SYM
fcis-30615	142	13	318	318	NUM
fcis-30615	142	14	.	.	PUNCT
fcis-30615	143	1	[	[	X
fcis-30615	143	2	8	8	NUM
fcis-30615	143	3	]	]	X
fcis-30615	143	4	fuentes	fuente	VERB
fcis-30615	143	5	a	a	PRON
fcis-30615	143	6	,	,	PUNCT
fcis-30615	143	7	yoon	yoon	PROPN
fcis-30615	143	8	s	s	PROPN
fcis-30615	143	9	,	,	PUNCT
fcis-30615	143	10	kim	kim	PROPN
fcis-30615	143	11	s	s	PROPN
fcis-30615	143	12	c	c	PROPN
fcis-30615	143	13	,	,	PUNCT
fcis-30615	143	14	et	et	PROPN
fcis-30615	143	15	al	al	PROPN
fcis-30615	143	16	.	.	PUNCT
fcis-30615	144	1	a	a	DET
fcis-30615	144	2	robust	robust	ADJ
fcis-30615	144	3	deep	deep	ADV
fcis-30615	144	4	-	-	PUNCT
fcis-30615	144	5	learningbased	learningbase	VERB
fcis-30615	144	6	detector	detector	NOUN
fcis-30615	144	7	for	for	ADP
fcis-30615	144	8	real	real	ADJ
fcis-30615	144	9	-	-	PUNCT
fcis-30615	144	10	time	time	NOUN
fcis-30615	144	11	tomato	tomato	NOUN
fcis-30615	144	12	plant	plant	NOUN
fcis-30615	144	13	diseases	disease	NOUN
fcis-30615	144	14	and	and	CCONJ
fcis-30615	144	15	pests	pest	NOUN
fcis-30615	144	16	recognition[j	recognition[j	PROPN
fcis-30615	144	17	]	]	PUNCT
fcis-30615	144	18	.	.	PUNCT
fcis-30615	145	1	sensors	sensor	NOUN
fcis-30615	145	2	,	,	PUNCT
fcis-30615	145	3	2017	2017	NUM
fcis-30615	145	4	,	,	PUNCT
fcis-30615	145	5	17(9	17(9	NOUN
fcis-30615	145	6	):	):	PUNCT
fcis-30615	145	7	2022	2022	NUM
fcis-30615	145	8	.	.	PUNCT
fcis-30615	146	1	[	[	X
fcis-30615	146	2	9	9	NUM
fcis-30615	146	3	]	]	X
fcis-30615	146	4	jin	jin	NOUN
fcis-30615	146	5	x	x	PROPN
fcis-30615	146	6	,	,	PUNCT
fcis-30615	146	7	jie	jie	PROPN
fcis-30615	146	8	l	l	PROPN
fcis-30615	146	9	,	,	PUNCT
fcis-30615	146	10	wang	wang	PROPN
fcis-30615	146	11	s	s	PROPN
fcis-30615	146	12	,	,	PUNCT
fcis-30615	146	13	et	et	PROPN
fcis-30615	146	14	al	al	PROPN
fcis-30615	146	15	.	.	PUNCT
fcis-30615	147	1	classifying	classify	VERB
fcis-30615	147	2	wheat	wheat	NOUN
fcis-30615	147	3	hyperspectral	hyperspectral	ADJ
fcis-30615	147	4	pixels	pixel	NOUN
fcis-30615	147	5	of	of	ADP
fcis-30615	147	6	healthy	healthy	ADJ
fcis-30615	147	7	heads	head	NOUN
fcis-30615	147	8	and	and	CCONJ
fcis-30615	147	9	fusarium	fusarium	NOUN
fcis-30615	147	10	head	head	NOUN
fcis-30615	147	11	blight	blight	NOUN
fcis-30615	147	12	disease	disease	NOUN
fcis-30615	147	13	using	use	VERB
fcis-30615	147	14	a	a	DET
fcis-30615	147	15	deep	deep	ADJ
fcis-30615	147	16	neural	neural	ADJ
fcis-30615	147	17	network	network	NOUN
fcis-30615	147	18	in	in	ADP
fcis-30615	147	19	the	the	DET
fcis-30615	147	20	wild	wild	ADJ
fcis-30615	147	21	field[j	field[j	NOUN
fcis-30615	147	22	]	]	PUNCT
fcis-30615	147	23	.	.	PUNCT
fcis-30615	148	1	remote	remote	ADJ
fcis-30615	148	2	sensing	sensing	NOUN
fcis-30615	148	3	,	,	PUNCT
fcis-30615	148	4	2018	2018	NUM
fcis-30615	148	5	,	,	PUNCT
fcis-30615	148	6	10(3	10(3	NUM
fcis-30615	148	7	):	):	PUNCT
fcis-30615	148	8	395	395	NUM
fcis-30615	148	9	.	.	PUNCT
fcis-30615	149	1	[	[	X
fcis-30615	149	2	10	10	NUM
fcis-30615	149	3	]	]	X
fcis-30615	149	4	nagasubramanian	nagasubramanian	PROPN
fcis-30615	149	5	k	k	PROPN
fcis-30615	149	6	,	,	PUNCT
fcis-30615	149	7	jones	jones	PROPN
fcis-30615	149	8	s	s	PROPN
fcis-30615	149	9	,	,	PUNCT
fcis-30615	149	10	sarkar	sarkar	PROPN
fcis-30615	149	11	s	s	PROPN
fcis-30615	149	12	,	,	PUNCT
fcis-30615	149	13	et	et	PROPN
fcis-30615	149	14	al	al	PROPN
fcis-30615	149	15	.	.	PUNCT
fcis-30615	149	16	hyperspectral	hyperspectral	ADJ
fcis-30615	149	17	band	band	NOUN
fcis-30615	149	18	selection	selection	NOUN
fcis-30615	149	19	using	use	VERB
fcis-30615	149	20	genetic	genetic	ADJ
fcis-30615	149	21	algorithm	algorithm	NOUN
fcis-30615	149	22	and	and	CCONJ
fcis-30615	149	23	support	support	VERB
fcis-30615	149	24	vector	vector	NOUN
fcis-30615	149	25	machines	machine	NOUN
fcis-30615	149	26	for	for	ADP
fcis-30615	149	27	early	early	ADJ
fcis-30615	149	28	identification	identification	NOUN
fcis-30615	149	29	of	of	ADP
fcis-30615	149	30	charcoal	charcoal	NOUN
fcis-30615	149	31	rot	rot	NOUN
fcis-30615	149	32	disease	disease	NOUN
fcis-30615	149	33	in	in	ADP
fcis-30615	149	34	soybean	soybean	NOUN
fcis-30615	149	35	stems[j	stems[j	PROPN
fcis-30615	149	36	]	]	PUNCT
fcis-30615	149	37	.	.	PUNCT
fcis-30615	150	1	plant	plant	NOUN
fcis-30615	150	2	methods	method	NOUN
fcis-30615	150	3	,	,	PUNCT
fcis-30615	150	4	2018	2018	NUM
fcis-30615	150	5	,	,	PUNCT
fcis-30615	150	6	14	14	NUM
fcis-30615	150	7	:	:	SYM
fcis-30615	150	8	1	1	NUM
fcis-30615	150	9	-	-	SYM
fcis-30615	150	10	13	13	NUM
fcis-30615	150	11	.	.	PUNCT
fcis-30615	151	1	[	[	X
fcis-30615	151	2	11	11	NUM
fcis-30615	151	3	]	]	X
fcis-30615	151	4	rehman	rehman	PROPN
fcis-30615	151	5	z	z	PROPN
fcis-30615	151	6	u	u	PROPN
fcis-30615	151	7	,	,	PUNCT
fcis-30615	151	8	khan	khan	PROPN
fcis-30615	151	9	m	m	PROPN
fcis-30615	151	10	a	a	PROPN
fcis-30615	151	11	,	,	PUNCT
fcis-30615	151	12	ahmed	ahmed	PROPN
fcis-30615	151	13	f	f	PROPN
fcis-30615	151	14	,	,	PUNCT
fcis-30615	151	15	et	et	PROPN
fcis-30615	151	16	al	al	PROPN
fcis-30615	151	17	.	.	PUNCT
fcis-30615	151	18	recognizing	recognize	VERB
fcis-30615	151	19	apple	apple	NOUN
fcis-30615	151	20	leaf	leaf	NOUN
fcis-30615	151	21	diseases	disease	NOUN
fcis-30615	151	22	using	use	VERB
fcis-30615	151	23	a	a	DET
fcis-30615	151	24	novel	novel	ADJ
fcis-30615	151	25	parallel	parallel	ADJ
fcis-30615	151	26	real‐time	real‐time	NOUN
fcis-30615	151	27	processing	processing	NOUN
fcis-30615	151	28	framework	framework	NOUN
fcis-30615	151	29	based	base	VERB
fcis-30615	151	30	on	on	ADP
fcis-30615	151	31	mask	mask	NOUN
fcis-30615	151	32	rcnn	rcnn	PROPN
fcis-30615	151	33	and	and	CCONJ
fcis-30615	151	34	transfer	transfer	VERB
fcis-30615	151	35	learning	learning	NOUN
fcis-30615	151	36	:	:	PUNCT
fcis-30615	151	37	an	an	DET
fcis-30615	151	38	application	application	NOUN
fcis-30615	151	39	for	for	ADP
fcis-30615	151	40	smart	smart	ADJ
fcis-30615	151	41	agriculture[j	agriculture[j	NOUN
fcis-30615	151	42	]	]	PUNCT
fcis-30615	151	43	.	.	PUNCT
fcis-30615	152	1	iet	iet	PROPN
fcis-30615	152	2	image	image	PROPN
fcis-30615	152	3	processing	processing	NOUN
fcis-30615	152	4	,	,	PUNCT
fcis-30615	152	5	2021	2021	NUM
fcis-30615	152	6	,	,	PUNCT
fcis-30615	152	7	15(10	15(10	NUM
fcis-30615	152	8	):	):	PUNCT
fcis-30615	152	9	2157	2157	NUM
fcis-30615	152	10	-	-	SYM
fcis-30615	152	11	2168	2168	NUM
fcis-30615	152	12	.	.	PUNCT
fcis-30615	153	1	[	[	X
fcis-30615	153	2	12	12	NUM
fcis-30615	153	3	]	]	X
fcis-30615	153	4	yang	yang	PROPN
fcis-30615	153	5	n	n	PROPN
fcis-30615	153	6	,	,	PUNCT
fcis-30615	153	7	qian	qian	PROPN
fcis-30615	153	8	y	y	PROPN
fcis-30615	153	9	,	,	PUNCT
fcis-30615	153	10	el‐mesery	el‐mesery	PROPN
fcis-30615	153	11	h	h	PROPN
fcis-30615	153	12	s	s	PROPN
fcis-30615	153	13	,	,	PUNCT
fcis-30615	153	14	et	et	PROPN
fcis-30615	153	15	al	al	PROPN
fcis-30615	153	16	.	.	PROPN
fcis-30615	153	17	rapid	rapid	ADJ
fcis-30615	153	18	detection	detection	NOUN
fcis-30615	153	19	of	of	ADP
fcis-30615	153	20	rice	rice	NOUN
fcis-30615	153	21	disease	disease	NOUN
fcis-30615	153	22	using	use	VERB
fcis-30615	153	23	microscopy	microscopy	NOUN
fcis-30615	153	24	image	image	NOUN
fcis-30615	153	25	identification	identification	NOUN
fcis-30615	153	26	based	base	VERB
fcis-30615	153	27	on	on	ADP
fcis-30615	153	28	the	the	DET
fcis-30615	153	29	synergistic	synergistic	ADJ
fcis-30615	153	30	judgment	judgment	NOUN
fcis-30615	153	31	of	of	ADP
fcis-30615	153	32	texture	texture	NOUN
fcis-30615	153	33	and	and	CCONJ
fcis-30615	153	34	shape	shape	NOUN
fcis-30615	153	35	features	feature	NOUN
fcis-30615	153	36	and	and	CCONJ
fcis-30615	153	37	decision	decision	NOUN
fcis-30615	153	38	tree	tree	NOUN
fcis-30615	153	39	–	–	PUNCT
fcis-30615	153	40	confusion	confusion	NOUN
fcis-30615	153	41	matrix	matrix	NOUN
fcis-30615	153	42	method[j	method[j	NOUN
fcis-30615	153	43	]	]	PUNCT
fcis-30615	153	44	.	.	PUNCT
fcis-30615	154	1	journal	journal	PROPN
fcis-30615	154	2	of	of	ADP
fcis-30615	154	3	the	the	DET
fcis-30615	154	4	science	science	NOUN
fcis-30615	154	5	of	of	ADP
fcis-30615	154	6	food	food	NOUN
fcis-30615	154	7	and	and	CCONJ
fcis-30615	154	8	agriculture	agriculture	NOUN
fcis-30615	154	9	,	,	PUNCT
fcis-30615	154	10	2019	2019	NUM
fcis-30615	154	11	,	,	PUNCT
fcis-30615	154	12	99(14	99(14	NOUN
fcis-30615	154	13	):	):	PUNCT
fcis-30615	154	14	6589	6589	NUM
fcis-30615	154	15	-	-	SYM
fcis-30615	154	16	6600	6600	NUM
fcis-30615	154	17	.	.	PUNCT
fcis-30615	155	1	[	[	X
fcis-30615	155	2	13	13	NUM
fcis-30615	155	3	]	]	X
fcis-30615	155	4	kang	kang	PROPN
fcis-30615	155	5	m	m	PROPN
fcis-30615	155	6	,	,	PUNCT
fcis-30615	155	7	ting	ting	PROPN
fcis-30615	155	8	c	c	PROPN
fcis-30615	155	9	m	m	PROPN
fcis-30615	155	10	,	,	PUNCT
fcis-30615	155	11	ting	te	VERB
fcis-30615	156	1	f	f	PROPN
fcis-30615	157	1	f	f	X
fcis-30615	157	2	,	,	PUNCT
fcis-30615	157	3	et	et	PROPN
fcis-30615	157	4	al	al	PROPN
fcis-30615	157	5	.	.	PROPN
fcis-30615	157	6	asf	asf	PROPN
fcis-30615	157	7	-	-	PUNCT
fcis-30615	157	8	yolo	yolo	PROPN
fcis-30615	157	9	:	:	PUNCT
fcis-30615	157	10	a	a	DET
fcis-30615	157	11	novel	novel	ADJ
fcis-30615	157	12	yolo	yolo	ADJ
fcis-30615	157	13	model	model	NOUN
fcis-30615	157	14	with	with	ADP
fcis-30615	157	15	attentional	attentional	ADJ
fcis-30615	157	16	scale	scale	NOUN
fcis-30615	157	17	sequence	sequence	NOUN
fcis-30615	157	18	fusion	fusion	NOUN
fcis-30615	157	19	for	for	ADP
fcis-30615	157	20	cell	cell	NOUN
fcis-30615	157	21	instance	instance	NOUN
fcis-30615	157	22	segmentation[j	segmentation[j	PROPN
fcis-30615	157	23	]	]	PUNCT
fcis-30615	157	24	.	.	PUNCT
fcis-30615	158	1	image	image	NOUN
fcis-30615	158	2	and	and	CCONJ
fcis-30615	158	3	vision	vision	NOUN
fcis-30615	158	4	computing	computing	NOUN
fcis-30615	158	5	,	,	PUNCT
fcis-30615	158	6	2024	2024	NUM
fcis-30615	158	7	,	,	PUNCT
fcis-30615	158	8	147	147	NUM
fcis-30615	158	9	:	:	SYM
fcis-30615	158	10	105057	105057	NUM
fcis-30615	158	11	.	.	PUNCT
fcis-30615	159	1	[	[	X
fcis-30615	159	2	14	14	NUM
fcis-30615	159	3	]	]	X
fcis-30615	159	4	peng	peng	PROPN
fcis-30615	159	5	,	,	PUNCT
fcis-30615	159	6	yaopeng	yaopeng	PROPN
fcis-30615	159	7	,	,	PUNCT
fcis-30615	159	8	milan	milan	PROPN
fcis-30615	159	9	sonka	sonka	PROPN
fcis-30615	159	10	,	,	PUNCT
fcis-30615	159	11	and	and	CCONJ
fcis-30615	159	12	danny	danny	PROPN
fcis-30615	159	13	z.	z.	PROPN
fcis-30615	159	14	chen	chen	PROPN
fcis-30615	159	15	.	.	PUNCT
fcis-30615	160	1	"	"	PUNCT
fcis-30615	160	2	u	u	NOUN
fcis-30615	160	3	-	-	NOUN
fcis-30615	160	4	net	net	ADJ
fcis-30615	160	5	v2	v2	NOUN
fcis-30615	160	6	:	:	PUNCT
fcis-30615	160	7	rethinking	rethink	VERB
fcis-30615	160	8	the	the	DET
fcis-30615	160	9	skip	skip	ADJ
fcis-30615	160	10	connections	connection	NOUN
fcis-30615	160	11	of	of	ADP
fcis-30615	160	12	u	u	NOUN
fcis-30615	160	13	-	-	NOUN
fcis-30615	160	14	net	net	NOUN
fcis-30615	160	15	for	for	ADP
fcis-30615	160	16	medical	medical	ADJ
fcis-30615	160	17	image	image	NOUN
fcis-30615	160	18	segmentation	segmentation	NOUN
fcis-30615	160	19	.	.	PUNCT
fcis-30615	160	20	"	"	PUNCT
fcis-30615	161	1	arxiv	arxiv	PROPN
fcis-30615	161	2	preprint	preprint	VERB
fcis-30615	161	3	arxiv:2311.17791	arxiv:2311.17791	ADV
fcis-30615	161	4	(	(	PUNCT
fcis-30615	161	5	2023	2023	NUM
fcis-30615	161	6	)	)	PUNCT
fcis-30615	161	7	.	.	PUNCT
fcis-30615	162	1	[	[	X
fcis-30615	162	2	15	15	NUM
fcis-30615	162	3	]	]	X
fcis-30615	162	4	narayanan	narayanan	PROPN
fcis-30615	162	5	,	,	PUNCT
fcis-30615	162	6	m.	m.	NOUN
fcis-30615	162	7	"	"	PUNCT
fcis-30615	162	8	senetv2	senetv2	NOUN
fcis-30615	162	9	:	:	PUNCT
fcis-30615	162	10	aggregated	aggregate	VERB
fcis-30615	162	11	dense	dense	ADJ
fcis-30615	162	12	layer	layer	NOUN
fcis-30615	162	13	for	for	ADP
fcis-30615	162	14	channelwise	channelwise	NOUN
fcis-30615	162	15	and	and	CCONJ
fcis-30615	162	16	global	global	ADJ
fcis-30615	162	17	representations	representation	NOUN
fcis-30615	162	18	.	.	PUNCT
fcis-30615	163	1	arxiv	arxiv	PROPN
fcis-30615	163	2	2023."arxiv	2023."arxiv	PROPN
fcis-30615	163	3	preprint	preprint	NOUN
fcis-30615	163	4	arxiv:2311.10807	arxiv:2311.10807	NUM
fcis-30615	163	5	..	..	PUNCT